{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import igraph as ig\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "visual_style = {\n",
    "    \"edge_width\": 0.3,\n",
    "    \"vertex_size\": 1.5,\n",
    "    \"palette\": \"heat\",\n",
    "    \"layout\": \"fruchterman_reingold\"\n",
    "}\n",
    "random.seed(1)\n",
    "gs = [ig.Graph.Barabasi(n=30, m=1) for i in range(4)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "betweenness = [g.betweenness() for g in gs]\n",
    "colors = [[int(i * 255 / max(btw)) for i in btw] for btw in betweenness]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Cz0WSXiY///gjJTWNSST9BZ0PS2/WKf7fa5WYloCLprFixYq0DTIV/Pz88LI34WbFEouKAiVszfjdvZv+gWUiMnG/JFxdXalTsyYztZQLmi8CYgyDCxcu8Mknn/D3338THZ1ELcB0VL58eS5fv87s2bOJqFiRidmyMcfTE+/69Rk9ejQhwLdY7gh+B6YDs4HFQC3AEUtS7wTs03W6GAbdu3Xj6NGjL/xcJOllcPv2bVatXs1AsznRMSGPqwJUAKYk08YOyKWqL9Uyl3Z2dkQbAmtHV0UbCvYODukbVCYjE/dLZMDgwezRdXyTaROApXtZAbavnM3SWb/RtWtXfPJ4MW7cOAwrnpGnJQcHB7p168bGrVtZuHQpt+7dY/XatXz99dd88cUX/KkoFNI0vgG6A92S2I+GZTW1vIrC+N9/f0HRS9LL5fTp0xhC0MjK9o2A48m8bwDBQuDk5JTq2NJKhQoVeBBj5kAKi4YABJthV6QiR5X/h0zcL5H33nuPdm3b0kFR+B1LV/JDD58bvwUEmWBXf7g0PJ4rI+K5+BF0LhnKqFGj6N+vHy9qosDhw4fp2aMHXrk88PTISbfOHRkxYgRXrlzBz8+PChUqcOjwYV6rVYtgYHAK+7MB+pnN/LNo0Ut1hyBJL4q/vz9gmUZ5EEviTY4dlgWOkrIRS4nhevXqpUV4aaJ+/foUzJeX8fdTbvvXAzCj0qtXr/QPLDMR0kslLi5OvN+3r1AURWTXNNEaRGcQJVVVACJ/NsT5EQjxw9OvWW0QgJg3b166xhgfHy/69O4tAJHPxSQ+LYH4pTxicFGEm4MmFEUR7du3F7quCyGE+PXXX4WTqgoBKb72Wa5RxMmTJ9P1HCTpZXLkyBHRvl07YaNpgoTPACCKgvgNRGwSn5e2IMol8Z4ZRC1VFeXLlBGGYWT0KT7hr7/+EoD4OS9CVEr8ta4owlZTxYD+/TM63JeOvON+ydjY2PDn1KlcvXqV/h99RHDt2lyvUoVrtrY0KApXR0KxJEZjdq8A9YqqTBj/W7rGOGjgQGbNnMHUinC1kZnvysGHxeGPN+F2E51PigsWLVrE5MmTAVAU5dE3UUoe3mHISknSq2LZsmVUrVyZI76+/KjrXAX8sAzgfAP4CGjIkz1wAPeA5UBiy/TEA72BXULw3U8/vXRzoHv37s2IESMYcQvqX1RZHQwxBsQbsC8cul6FppcV6jdoyG/y0dlTZAGWTGDz5s3Uq1ePw4PhTZ/k2y4/DS3/hvPnz1OsWLHkGz+HkydPUrZsWSZVgAGvJd1u4GGYc9uBO35+rFy5km7durEHSKnC+tfAT/b23HvwAGfnxGaoSlLWceDAAd6uXp33dJ25QpBYNYOdQGOgAZaFecBygdsh4f8X0TQG6zoV+X/ltKkmE/eFYPacOXTq1OkFnMmzOXbsGMOHD+fE4cOERUSAEJgfe79gvrwM+mAoQ4YMwWSyYvj5K0be1mQCd+7cAeB1r5Tblk1oc/v27XSJZcqUKXg7m+iT1FqeCT4rCTEx0QwfPpySJUtSOF8+xqew72hgmslE527dZNKWXgnjxo6lqBBJJm2wlD+eAvhimf51AWilKCxRFL78+mteb9GCoapKFSxjYL63t6dRjx4cPXbspUvacXFx9OzRgzfeeIOLu3bROzycH4VgOJAnoZet3rvvcvbCRT788EOZtJMgfyuZwMO1vSPjIEcKsyIiE0aq2Nvbp0ssm9avpW0eMzYpXPLlcYTangr+/v5UqFCBkaNH07t3byoCIxJpHwO0VxSCNY0PPvggHSKXpJfLzZs3WbN2LVOSSdoPtcfSZV4fSzd6dkdH5k2bRseOHQEIDAxk+fLllCpVitKlS+Pi4pK+wT8HwzDo0b07SxYtYhrQQ9efSEBjDYM5wICtW+nRvTvzFyyQj8ySIH8rmUCVKlVQFIVlp1Nu63sanBztKVOmTLrEEhkZiZuV1UndbAWRCdXdevXqxWeffcZHQC1VZTFwHbiIZW3uMiYTm2xsWLpsGSVKlEiX2CXpZbJv3z4MIWhlRVsbLMVUYpycmDdvHrf8/J54bu3v709QUBDBwcHExMSkV8ipsnHjRhYsXMgcIejD03eNJqAX8LdhsOiff9iwYcOLDzKTkIk7EyhYsCANG9Tn970aseak24VEw7RDJrp07U62bCmt2/V8cubMyVUr5l8CXInS8PD8fxHXb7/9Fl9fX4wqVWgHFMSyRvenJhOV2rRh34EDNGpk7QxWScrcHhZNsvbe2Blwd3enU6dOuLi4UKZMGb788ksqvlGekiVL8sknn9C4cWN88njTuVOnl66Q0eSJE3ldVWmfQrs2wBuaxuSJE19EWJmSHJyWSRw8eJC3a1SnfhEz89sLnP9TnD8gEprNUTkf6syhw0cpXDiFh9DPaezYsXw35kvuNDPIkcyd97EgeGMjLF++nBYtWjz1/qVLl7h+/To2NjaULFmSXLlypUu8kvSyWrt2LU2aNOEMUNKK9q0Av4oV2XvwIPHx8XTs0B5f32U08FLpl9+gTHaINWDtPZhyw8TNKPh73jzatWuXzmfyJCEEQognurkjIiLI5uLCBEhxRUGwrGkwQFEICQlJt5uQzEwm7kxk3bp1tGndClslnh5v6NQoCIaAjRdh/gkVWztHJkyaQufOnZ9539evX2fp0qUEBATg6OhIvXr1qFy58lPTSO7du0e+vHnpnt/M1IpPrqH7UKwODXapXFZzce3GLTnARJISERMTg0/u3HQNDeXXFNr6AfkUhS+++orRo0fTv18/ZkyfxuKKghbeT7ePN6DnUVh0R2Prtm28/fbb6XEKj0RGRrJw4UKmTJrAydNn0HUD79y56N6zN3379uXQoUO0bt2adVimtqVkE5bn+devXyd//vzpGnumlHFTyKXncfXqVfHRRx8JN9fsj4o0eOfOJb7++mvh5+cn1q5dK27evGn1/m7evCmaNm4sFEURjqoqCtnYCDeTSQCifJkyYvv27U9tM2PGDAGIDvkRFxojRAfLy2iP2P8uooanKuxsbcSuXbvS8MwlKev5+OOPhYumibPJFCUyQPQA4WhvLzZs2CAmT54sVEURv72OEC2TfsW3QFRw00TdOrXT9RxOnjwpfLxzC0VBNCmgionVEdPeRgwohXCx04RJ00T//v0FIBZZUYRJgFiS8N3m7++frrFnVjJxZ1Jms1k8ePBABAYGPqpQJoQQhmGIBQsWiJCQkBT3cf36dZHH01PkNZnENBARCR8aHcQ6EG+pqrAxmcSaNWue2O7+/fvigw8+EO6uOQQgqnhoook3orSbJeEXyOcj/v333zQ/Z0nKaoKDg0WpYsVEbk0TWxOS9OMJLABEn4QkNmvWLCGEEKNGjRLZbFUR3iz5xC1aIv6uYNn2/Pnz6RL/5cuXRU43V1HOQxOXOyBEvydf4b0QfUtaYvDJnVu0UhSrEncbRRHFixR56Sq+vSxkV3kWFB8fz4IFC+jQoQO2tkk/iK5WqRL3jh1jj9lMYlPE44E2isIWe3uu3biBh4cHMTExLF68mM6dOxMXF8eSJUtYv349ERERuLm50aZNGxo0aIBmxSpnkiTB/fv3ad64MQeOHKGMptFc13EEzgFLVBVdVZny55+P6nXXqFaNvLf2saBSyvuO0cFhJUybNo0+ffqkeezt2rblwKblHHnPjHsSM1CFgE5bYflNG+Lj4jkPFElmn1eBYorCr+PHM3hwSiscvJrkw8csyMbGhiJFitCgQQNuXL5MdHQ0Hrly0aFLF3r16oWHhweHDh1i36FDrIJEkzZYpqDMEII8sbHMmjWLjz76CF9fX1q1aoWqqtjb29OlSxe6dOnyAs9OkrIWT09P9h48yNatW5k8cSIz9+0jJjYWr9y5Gd29O7169Xpi8GZUVATZbKzbt70G9iaVqKioNI/bz8+PZcuX8UtlPcmkDZZxMGMqwsLL8Xi6u9MoJITNuk5iT65vAY1MJvJ5e9OtW1JrCUoycWcx8fHxloErM2firWm01XVyAJcDAvh61Ci+Gj2ambNns2fPHvKZTDQyJzO/DHAH2hgGs6dPp3Tp0tSsWfOlWiJQkrICVVV59913effdd1Nsm9PDk2v3T2NN9X+/aIgxG+TMmTMNonzS6tWrMXSdrkVTblskO9TKo6K8VobrV65Q5u5duuk6XYHcwH1gLjBH03DLnZtNW7bI0eTJkPO4sxAhBH1692bOrFn8CVzXdX4DvgT+Bm4bBu3i4+ncuTOHDh2itNmMNR3a5YAbN2/i6emJj08KxdIlSUpXbdq1Y/N9wXUr6ilMvw4O9nY0btw4zeMIDg4mu72JHHYptwXI52QQGxPFgSNHGPLppyx2c6MSkA+oCCxydWXQJ59w4MgRXnstmYUQJJm4s5J9+/YxZ+5c/hKC97F0dT/OHZgFtADOnjxJpJUrBkUBNprGm2++mZbhSpL0HDp06EA2Z2dGJQxFT8rtKJh4w0SnTp3JkSNHmsfh6OhIZJxOnG5d++BYcHJ2wcPDg7Fjx3LLz489e/awfv16du/ezS0/P7799ltZ08EKsqs8C5k8aRKFTSa6JtP9rQJfC8Hy2Fh2A/5Ach8TAfiqKtVr1kzbYCVJei5OTk5M/nMqnTp1wl6Dn0uD63/GoB4LgbaHTdi75mLMN98kup9r166xatUqgoODcXZ2pm7dupQrV87qOOrUqUOcLlh+DdolN9oMCIyBTXdUxgyo9+hntra2VKuW0nqBUmLkqPIsxC17dgaHhfG1FW3Lm0ycMgw+MQy+TabdVqAuluIvDRtaUzpBkqQXYe7cufTp3RsNnfbeBmWyJVRO89fY/UAnn48323f+S6FChZ7Y7syZM3zy0Ues27ABW0XBXdMI1XUiDYOqlSrx7fffU7t2batiqPV2DaIu7mVPMwObZJ67fXUIvjtp4vadu3h4eKTmtCVkV3mWEhEVhbUfCQ9dp2ixYowDppL4MJcDQDtNo0a1atSvXz/Z/cXFxXHs2DH27NnDhQsXeJbrwdjYWMLDw59pG0l61XXt2pUbN28y6ssx7NYK8MVle3687YJNybdYsmQJ4ydMemqA14EDB6hWuTKXN23iLyEINAzuxMcTbBj4Ahw+TL1332Xx4sVWxTBm7LccC1Doup0ku8xnnYcxR2H4iI9k0k4rGTiHXEpjnu7uYoQVxQ0MEEVNJlG7dm2R29NTAKIkiAkJhVfmgWigKEIBUbVSJREUFJTkMQMCAsQXX3whcnvkfFTJDRDlypQW06ZNE2azOdHtoqKixIwZM8SbZcs+2iabk5MYNGiQOHv2bHr9iiTplWE2m8W8efMe/f/g4GDh4eYmqqmqCE3iuyEeREdFEbYmkzh9+nSKx4iOjhYDBgwQtjYmkTebSYytiDjSCnGyDWJuHURVL00A4v2+fZ8oFCWljkzcWcigQYNELpNJxKaQuHc9lmDr1KkjBg0aJN4oV04oj/3cK1cuMXPmTBEdHZ3k8a5fvy6KFCggnEya6O+M2O2JOOOFWOWBaOqkCgVEi2bNRGxs7BPb3b59W5QpUUIoIBqpqpgOYiGIkSBymUxCVVUxderU9P51SVKWd+nSJbFnzx4hhBDjx48XJkURd1L4fogB4W0yiX79+j3aT3BwsDh58qQ4deqUCA0NFUIIERsbK+bMmSMiIyPFyZMnRe9evYSDvd0TF/B169QWy5cvlxXQ0phM3FnImTNnBCC+SuZDGQ2iEgg7TRMHDx58YvuIiAhx8eJF0bFjR6EoilixYkWSx4qNjRUlixUVBe1M4oo3QuR/+rXaA2GrqqL/Y18AERERonTx4sLHZBInEokvFsSAhA/9kiVL0u13JUmvCl9fXxEWFiZKvPaaaGtlydEvQTjZ24vNmzeLDu3bC5uE9QsAYW9rK7p27SrGjBkjwsLCnjhWSEiIOHz4sNi3b5+4detWBp1x1icTdxZiGIbo2bOnAMQwEPf+82E8AqK6oggVxNy5c5Pcj67romHDhqJo0aJJXikvXLhQAOKYV+JJ++HrxxwIk6YJPz8/IYQQU6ZMEaqiiFMpdOU3BVE4f37ZvSZJqRQTEyPmzZsnADHdiqQtQOx97K75NZNJ/JLwsz0gxoHIp6pCVRTx119/ZfTpvZJk4s4iwsLCRIN33xWA8FBVYQvCBkQ9EO1BlHt4tWwyierVq6e4v507dwpAbNmyJdH3337rLVHLUUs2aYv8iOC8CAdNFWPHjhWGYYgyJUqIFlZc9e9JiHf9+vVp/auSpFfOoUOHBCDmWJm4DyZ8/npiWXQosWfh/RPaLFu2LKNP75UjR5VnAfHx8bRo2pS927axArhvGNwDfsRShOUWlvnaJlUlxmymX79+Ke6zRo0aeHp6Mn36dH799Vd+/vlnVq5cSVRUFNHR0Zw4cZwGtilXXsihQjU7OHr0KAEBAZw6d47WVowerwp4m0zs3r07xbaSJFlcv36dzz77jDLFi5Pf25vSxYrxySef4ObmhquzM0es3M8RQAG+I/GpRyZgItBIURj50UdyRsgLJguwZAFLly5l286dbAMezr50BYYmvADigDrAfsDFxSXZ/QkhmDJlCqEBASxatIjVCVNDIg2DXG5utGzblri4eExWLnSgCcH9+/fZtGkTAMkf3UIBnBWFmJgY6w4iSa8wwzD49NNP+fnnn3FRVVrrOl7AfT8/pv3yCz/99BPly5Vj1vHjjBOC5FYbEMAEoBbJF2dSgU+EoOaVK2zbto133nkn7U5ISpa8484CJk+YQG1NI7mSCbbA54aBDo8SaGKEEAz/8EMGDhxIS13nIBBhGEQYBoeBhkFB/Pnnnzg5ObEnNuXYYgQc1TWqVatGmzZtsLOx4YwV5xQG3NJ1vLySWrtMkiSwfGY/GDKEn3/6iXFCcFfXmQGMBf4C7ug6PwnB8WPHiBCCoZDs8iR/AGeBkVYcuwbgYzIl+50ipYOM7amXUis8PFwAYoYVz610EG6KIlxdXZMc9DV//nwBiInJ7OevhGdbCohbeZJ/xj3X3dL2/PnzQgghunbpIgqaTMKcQqwTQGiqKm7fvv0if52SlOk8HI8yKYXP1IzHBpy1VRRx7j/v38YyqBUQea0cfS5AlLWxEQMGDMjoX8MrRd5xZ3KRkZYlgqxZtE8FPDSN4OBgxo0bl2ib33/+mfqKwsBk9tMbaKYo2Koq7YJUwozE252Jg2FhGk0aNaRYsWIADBw0iGtmM18ls//LwBhNo1WrVuTJkyflE5OkV9jkSZMoZjLRP4V2PYAyJhPly5Zlk5MTJYC3VJV2wDtAfmCqnR2VK1fGTlWtWDQUdMBPiHRZxERKRkZfOUipEx0dLVRVFb9bcWUcDSKbpok6deoIQPTp00dcuHDh0b4ejjxdZcW+NiZcmTvZ24vX7DQxxQ0Rmhdh5ENcz4MYlQ2R3UYTr5cqKQIDA5+I+fvvvxeA6Azi5GP7DAcxFUQuTRPFChcWDx48eNG/TknKVKKjo4WNySR+tvLueAIIVVXFlClTRIUKFYSSMD1UURRBwnvVqlUTgNhtxf5WJXwPHDp0KKN/Fa8UmbizgBbNmokyJpMwUviQ/c3/u60nTJgg3N3dBSBKly4tKleuLJycnAQg7lrxgQ1K2Nevv/4qWjRrJlTV8sHXEr4Asjk5icGDB4uQkJBEY/7rr7+El4eHAMRrNjainI2NcNE0oSqKeK95c5m0JckKd+7cEYBYbWXi3pzwuXV1dRU+Pj7ip59+evRZCw0NFZMnTxavvfaasFEUURcSfaR1Hct0sSMgKiqKqFi+fAb/Fl49cnWwLGDz5s3Uq1ePaUCfJNoEAlU0jQJvv83mbdsAiImJYcmSJSxYsAAvLy9iYmJYuHAh17F0myXnPpAbWLFiBc2bN+fWrVts376dyMhIcubMScOGDXF2dk52H/Hx8axYsYJ9+/YRExODj48PnTp1In/+lI4uSRJAUFAQ7u7u/AO0taL9SqAFUKZMGbZv3467u/tTbSIjI6levTonjh+nraIwTQgcgYXAZCwzUx4yAe07d+a7777Dx8cn1ecjWSmjrxyk1DMMQ/Tv108oWEoVBjx2dWyA2AKihMkkPFxdxeXLl5/a/mFp0zt37ghNVVMc5PJwgJqiKOLatWsv+GwlSXrIMAxRtFAh0d7KwWRdQZggxc9taGiocHR0FDaaJpxUVRRIuFOvC2IJiGMg/gUxFER2TRPuOXKI/fv3v5iTluTgtKxAURQmTprEpyNH8p3JRB5VpSHQGihuMlEXsClalN3791O4cOEk9+Pt7U3zZs2YoGkkN9MrHpigaTRu2JACBQqk6blIkmQ9RVHoN2gQvsDNFNr6AYuAEmXKpPi5zZYtG3379sXJxYX8RYviB6wHNmP5XikHVAd+A67qOsXCwmhUvz5Xr15N3QlJVpGJO4tQVZVx48Zx++5dvvr2W2ybNSO8bl2qd+3Kzp07OX76NEWLFk1xPyNHjeKaqtJRUUis9Ekc0FVROKcofPb552l+HpIkPZvu3bvj6elJM03jfhJtAoCmmoYO9O3b16r9NmnShJCQEM6eP880oEES7dyANYaBbWQkP/300zPHLz07WTkti/Hw8ODTTz997u0rVKjA4qVLademDYUNg/fNZupgqWS2A5hqMnEfWLBwIVWrVk2boCVJem6urq6s37yZd2vX5vWQEPqZzXTDMgbFH5gL/GkyEe/sjB4SQq5cydVD+z87OzsA8mgaHfXkyxu7Au+bzfw8ezY//PAD2bJlS80pSSmQd9zSU5o1a8aRY8do0rMnP9jbUwNLt9i3dnbU69qVQ0eO0Lp164wOU5KkBKVLl+bg0aO06tOHXx0cKAw4AQWBH+ztadqzJweOHMHJyYnTp09btc8zZ85gA7TTdavu8DoCkTEx7N+/P8W2UurIUeWvOMMwWL16Nc2bN0/0/fDwcG7fvo0Qgrx586ZY51ySpIwVFhbGzp07CQsLw8XFhZo1a5I9e3YA+vXrx6pVq7hx4wY2NkkvNiCEoHz58lw8c4bPzWY+s+K4AYAHsGzZMt577700ORcpcbKr/BUXERGRbDJ2cXGhRIkSLzAiSZJSI1u2bDRt2jTR9wYMGMDUqVMZO3YsX3/9dZL7+Ouvvzhx4gQ+np7cup/Uk/Mn3Ur4r6ur67OGLD0j2VX+igsJCZHlCiXpFfH666/z7bffMmbMGIYOHcr9/yTlkJAQxowZQ79+/Rg4cCAdu3VjoaYRacW+ZwK53NyoVq1ausQu/Z/sKn/FnTp1CkdHx2SniUmSlHUIIfj999/57LPP0HWdhg0b4uPjQ0BAAKtXryY+Pp6PPvqIsWPHcuPGDQoXLszXQvBFMvu8DJTXND749FPGjh37ok7llSUT9yvu33//pUSJEuTMac0yJZIkZRX3799n5MiRHDx4EE3TcHFxoUGDBvTu3ZvcuXM/avfFF18wduxYfgSGAv99Mn4MeM9kwj5/fvYePIibm9uLO4lXlHzG/YoLCwt7NHBFkqRXx9WrVxkzZgxHjhxJcnAqwJgxYzCbzXz8/ff8bjLRw2ymCBAB+GoaO3Sd0kWKsH7zZpm0XxCZuF9xZrM52dGlkiQ9H7PZzOrVqzl+/Djx8fH4+PjQtm1bq3u3bt++/agSWaFChdK8FvidO3eoUqUKhw8fTradoih89913tG/fnilTpjBh3jzCIiNRVZVqlSqxcMgQWrZsia2tbZrGJyVNdpW/4lauXJns1bYkSc/m4TPkn7//nrv+/njb2GAD3DWbUU0m2nfowK+//Zbk3enmzZsZ/9tvrNuwgYdfz4qi0KhBAz4YNox33333meM5ePAgM2fO5Mb165hMJooWK0apUqVo2bIlJ0+epGbNms+0z7i4OGxsbFAU5Zm2k9JIRhRIl14eDxcYkSQp9QzDEH379BGA6JmwGMfDBT78QfwAwl3TRPEiRcT9+/ef2n7MmDECEOXtNTHdFXHB0/Ka7op4w0ETgBgzZozV8Vy6dElUfLO8AET+nCbRshyi2euIHE6qAMQ7dWqL48ePp+WvQHoB5B33K07ecUtS2pk8eTIDBw5kJtAjiTaXgBqaRqnq1dm6Y8ejn//111/07duXMdngcxf4782sEPBtOHwRBlOnTk2x5vjly5epVrUybjZh/NrSTP2SoCVMAI6Og4WH4UNflUKvlWLnv3tkcaVMRCbuV5xM3JKUNgzDoGihQlS6cYMFKbRdBrQCjh49Svny5YmPj6eAjw91Ivz5O4XxXV2DYIuTBzfu3El2fErlim8Scvske4abyemceJsTt6HGrxpderzPpEmTUohaelnIAiySJElpYNu2bVy5cYNBVrRtBuQxmZg6dSpguYC+6+/PR0kk2MeNcAa/Bw9YuXJlkm0OHTrEwcNH+bVl0kkboKwPfFhHZ+6cWYSFhVkRufQykIn7FSY7WyQp7Zw5cwZ7VcWaNfNMQG2zmbMnTwKwY8cOijvY8LoVA7Nft4Xi9iZ2JHSzG4bBgwcPuHPnDjExlsV4Z86cSf6cJhqUSnl/fapDVHQMS5cutSJy6WUgp4NlIdHR0QA4ODhY1T4qKgpHR8f0DEmSXhm6rqNhWQLXGhoQGBDAypUrOX/+PNmEYfWxsmNw8uRJunTpwqZ16/APCgLAVtOoVr06fvfuUT6P+dEz7eTkyQFeOUzcuHHD6uNLGUvecWdy/v7+jBs3jvx58uDo6IijoyMFfHz47rvv8Pf3T3bb4OBgWadcktJIgQIFiDQMzlnRVgCHTCbKVahA8+bNKV++PLcMBd2KTjBdwBVd4cjBg/guWECToCB8gbXA17rOjT17uHDhAmfuWga0WcNsCEwmeR+XWcjEnYnt27ePEkWL8s0XX1D37l3mAnOBOnfuMObzzylZrFiya+OGhobKqmmSlEYaN25MLjc3/rSi7b/AWbOZXr17A9CmTRv84sysj0l522kREByvUz4+nhuGwQygJdAI+BS4bDbzPXDpAXyzLuX9nbgN90PMlCplRb96gpiYGPbt28fmzZs5dOgQZrPZ6m2l1JOJO5M6f/48DevVo1R4OLcSPrxdEl4zgZuGQfHwcBrWq8eFCxee2j4kJITLly9jZ2f3giOXpKzJzs6OvgMGMFVV2ZVMuxBgkKZRsmhRateuDUClSpWoUL4cX0eqRCdzlxwt4PNwyAusMww8EmmjAp8AI4Bv10FgRPJxT94J7q7ZEUIQEhKSbNt79+4xcuRI8np7Ua1aNerVq0elSpUomC8vY8eOTXF7KY1k5CRy6fl17tRJ5DeZROhjBR7++woBkc9kEl27dBFCCBEdHS1mzpwpKlR4Q2DprROapolWrVqKbdu2PbF/s9ksVq1aJVq1bCmqVKggalavLkaOHClu3LiREacrSZlCTEyMqP3228JBVcVvCZ/Bh59HM4i1IEppmnDNlk2cOXPmiW0PHDggHOzsRB0HVdz2QgifJ193vBDV7RWhgJiQzOf+4es+CBOIYe8gxJTEXwt7IhQF8eOPP4qoqCixYcMGsXjxYnH58uWnzu3s2bPCxyu3yG6riQ88EQdLIq6WRewugejtgXAwqaJE0dfE7du3X9Sv+5UlE3cm5O/vL2xNJvGTFR/eH0DY2diICxcuiCpVKglFUUTDhvnF3Ll1xOrVDcVvv1UTJUvmFIAYNmyYMAxDHD9+XBTOn18A4k1NEz1AtAWRTdOEqihi0MCBIj4+PqN/DZL0UoqKihI9e/QQJk0TTpom6imKaAKigMlk+UyVLSvOnTuX6LY7d+4UrtmyCU1RRCtHRfyWHfFbdkQrR0VoiiIc7e0F/7kgSO7VDISNgvi8IeLmt/9P2Mc+Q/R+y5K0u3TuJHRdfxSDYRji0KFD4p9//hG7d+8WZrNZBAQEiLzeXqK0sybulEOISk+/zpdB5HUwiTIlS4jo6OgX9et+JckCLJnQ2rVradKkCdeB/Cm0vQYUAkqWLI6//03Wrm1ApUqeT7QRQjBx4mmGDNnNkCFDmDtrFgWjopiq61R8rF0EMA34RFHo0KkTc+bOlbWKJSkJd+/eZfr06Zw4cYL4+Hjy5MlD9+7dqVSpUrKfm7CwMP7++2+mTZ7M5atXEULwWuHC9B0wgMjISL4aOZIow7oR6P2AFW5uRMXFEBkVjWd2E2Zd8CDMjLtrdj4ZOYrhw4ejqok/Nb19+zYHDhxg1apVLJ4/j0tlDHySmbJ2PBLKn4G5c+fSpUsXq2KUnp1M3JmQr68vrVu3JhBIaRG9B0CuhP+9fXszatXKk2TbESP28sdvpyiiKOzTdZIatrYA6ASsWbOGxo0bP2v4kiQ9p1mzZtGzZ09CgWxWtH8PCK5endXr1uHr68uNGzcwmUzkz5+f3LlzU7du3RT3oes6BfPl5Z04P2YVSvmY9S6qhL/2JvsOHrQiQul5yMFpmZC3tzcAZ6xoezbhv8WLuyabtAEaNsxLvGHwZTJJG6ADUF7TmCJLJErSC1WvXj00VeVvK9o+ANapKo2bNcPFxYXu3bvz5ZdfMmrUKMqWLUvBggWtOuaNGze4ddePdlYutd02h8H+Q4eIjY21bgPpmcnEnQlVrlyZwvnzM9WKtlMVBVtFoUuX11Jsu3fvfVywXKUnRwF66TrrNmx4VPRFkqT0lydPHlq0aMHvmkZ4Cm1/BhRNo0ePp5c7uXPnDnnyJH8h/1BUVBQA2TTrYsyeMB08ue8GXddZvXo1bVq3pmrFitSsXp1hw4YlOgNGeppM3JmQqqoMGjqURYpCctM01wCLAUNTcXJKejGCh4KDY8mlgBVVF8mL5dm4rG8sSS/W12PG4G9vTxNVJTCR9w3gF+BH4IsvvyRnzpxPtYmJicHe3t6q47m7uwNwzcob6GuxYGMyJbna2L59+yhcID/NmjXj+roVlDh7GJ+je5g/eSLFixenZfPm8nslBTJxZ1IDBw4kX758NAe+Bu499p4f8CXQAsv80Pz583LyZGIf8Sc5O9sQIEC34vj3H21jxaoIkiSlmVKlSrFu40ZOOTuTT1XpC6wCNmK5yy5mMjECGDlyJJ999lmqj+fl5UX1qlWZEZTyLbch4K9AlUqVKnHmzJmn1kPYt28fdWrVwifwHodywSF3nZluMN8dbnmYmeMKW9etpX7duo/u9KWnycSdSU2cOJFrN25QG8uVdV6gbMIrH5YPcEEsywbWqfMuCxdeJiQk+UtmFxcbQiHZu/iH5mgadWrWxMnJKVXnIUnSs3vrrbc4e+ECn371Fes8PWkONABGmUxUatOG3bt3M27cuDSb9TFg8GC2h+hsDEm+3ewAuBxlMO6777Czs2PZsmWsWLGCe/fuYTabade6FRU0M1vcdCr8p2vPToGuTrDVTefk0aN88803aRJ7ViRHlWdCD9fubejvz3QslZjmA+ewPH8uDnTG0uVdUFUpW7cuu3btpGlTHxYsqIvJ9PT12t27kbz11koe+MVQIj6eXYZBUkuVrAMaA0uXLqVVq1bpcIaSJFlL13UePHhAXFwcOXPmfGrhICEEe/fuZfLkSRzYv4eY6BgcnZwYMHAI3bp1w9XVNcVjmM1mWjRrxvbNG5mZ36CNG6iPXRPEGzD9AQy5pdC9R0+m/fXXo4uGuLg4Dhw4wOrVq/npp584mgvKp/A8blgIzLPJwW2/e4lWdzSbzei6/upWfsyg+eNSKqxYsUIA4rgVBRi+AOHs4CDmzJkjFEURefI4iWbNCoiff64q7t/vJiIieotp02qKvHmzCR8fb7F8+XJhb2MjaqmquPqffcWD+BuEvaIIF0dHkcvNVRTJn18MHTpUnD9/PqN/LZIk/UdgYKCoXettAYgieUziw1aILzoh2rytCBuTIhwc7MT8+fOt2ldkZKRo2aKFAERhJ5P4whsxPh/iYy+Et4OluMz7ffsmWZypRbNmopK99lRFuMRe5z0tlR2XLVv2aPvQ0FAxceJEUapYsUeVH3O6uooRI0YkWuktK5OJOxP6/vvvhavJZFXlpG0Jf+CuLi4CEIVAFAVhC0IFYdIUAYimTRuLW7duCSGE2LVrl8iZI4dQQNRXFPExiEEgvFVVkFCJqbsTYkx2xEAXRE5by4f2448/fqICkyRJGSc8PFy8Ub6scM+uidVjEPoGhNj0/5ffIkSXupbvB2uTt2EYYu/evaJzp04ip2sOYWdrIzxzuov3339fHD9+PNltK5QrK/o4pZy0H77sVFX88ccfQgghjhw5InJ7eFgqyimK+AvEHBDDQLhqmlBVVUyePDnVv7PMQq7jlgmJZ3i6MTnhvx3CwxkKPJwUFgTMAr40IH+BAixatPhRF1uNGjW4cecOixYtYsqECcy9eRNFUfALDKSzE0xxA+fHett/Fmb+CINPf/wRRVH4/vvvU3+SkiSlyo8//sj5c6fZ+5tO2cJPv5/bDeZ8ZLnC79OnF40bN05xtUBFUahatSpVq1Z95nhsbGyJs/KryxBgFgJbW1suXrzIu3XqUCgiggNCkO+xdl2Bb3WdT4EBAwbg4OBA9+7dnzm2zEYOTsuEihcvTrDZzIkU2q0BlgITgEn8P2mDpeLacGC7EPjdvPnU6FNHR0d69uzJoWPHOHHuHEFhYQx0gb9zPpm0AewV+Dg7fJsDfvjhB65cuZK6E5QkKVXi4uKYNnUy3d9NPGk/pCjwQ2+Ii4tl7ty56RpTuQoV2GQ2EW9F8t4UC7oQFCtWjFGffUb2iAg26foTSfshB+B3LEl82JAhr8RodJm4M6HGjRvjnSsXE1No9ztQARiUTJuKwAeGwcxp04iMjEy0zYIFCzB0M5+nsHT3By7gaqPx55/WrEgsSVJ62bFjB/f9A+nbKOW23u7QtDIsmJ++ibtfv374xZlZlkLNJiFgQpRKmRIluHnzJsuXLWO4rpPcEDoFyxTY0PBwFi1alIZRv5xk4s6EbGxsGP7JJ0zHsvZ2Yq4DW4GBVuzvfSA8OppVq1Yl+v76tWt5106QO4VpnI4qtLbTWb868f1IkvRi3L9vqbRQLK917Yv6CO7fv5dyw1R4/fXXaVivHgPCNU7GJd5GCPg+HNZFGXw2ejQxMTEAWLNcSSGgtqKwzNc3zWJ+WcnEnUkNGzaMfu+/Ty+gmaKwAQgA7gBTgDoJq/2UtmJf+QEnVeXu3buJvh8RHoaHlX8pHipEhEdY11iSpHTxsCpaZIx17SNjsLqSWmrMX7SI/CVKUj1I45MQuGa2/NwQsCkGmgUrfBYGo0ePpn379gQHB5NN06xaUAUgrxAEBwSkV/gvDZm4MylFUZg8ZQqzZs3iRokSNAQ8AB9gkKJQqFYtwLIUZ0rigVghknw25JbTg+uGdX8q13VwSyiR+DghBHFxSVxmS5KUpipWrIiiKCzfk3JbXYeV+0xUqVI93eNydXVl5+499B48hGmKC4Xugcs9DQc/hfoBcCN/cebPn8/XX38NWCozRug61i5XEgg4Z7M2zWdesgBLFiCE4NixY9y4cQNbW1vKli1Lrly5yJ0zJx3Dw1N8Fu4LtAbq1KkDhk5cbCx5CxSkR48evPPOO8ybN49u3bpx0RteS6bkeaAOPn4qo78Zy8iRIzEMgy1btjB54kTWrV9PvNmMk4MDbdq1Y8CAAVSsWDHpnUmSlCpNmzTm5rmNHJ6oY5PM/KElu6DtWDh8+DBvvvnmC4svKiqK1atXc+fOHWxtbSlfvjzVqlV7otrb+fPnKVGiBPOBjins7wHgo6p8+8MPjBgxIj1Dz3AycWdRt27dYtSoUSxfsIDzuk5S6wDFA9WBI4CTplLfzsBegWO6idMxZkoWK8rCxUuoU7Mm1eJDWe4u0BKpoigEvB8Es6M1Ll+9Sq5cuejcsSO+y5fzuslEF7MZDyzP3meZTNwwm/n444/5/vvv06wsoyRJ/7dnzx5q1nybjrUNZnxIosn74Hmo95lGtervsG79xhcfpBXeqVWLkN272afryS6ANAr4xcaGO35+jxZGybIybgq5lF4MwxDz5s0T9+7dE3m9vERJTRPXEinOEgmiLQgFxEBnRERehMhveRn5ELs8ESXsNZHL3U1Mnz5daKoqGjsq4ozX/9uJ/IhreRBdnC2FHCZOnCgWLlwoGjZoIOxVVSwFYfznuGYQPycUhhkzZkxG/7okKcuJjY0V8+bNE5MnTxYmkyZKFdDElCGWoiuhyxEH/kD0rI+ws1VFtaqVRWhoaEaHnKQ9e/YIW5NJtFIUEZ3I95gBYkrC98no0aMzOtwXQibuTMowDLF161bRquV7witXTuGWPZsoU7KE+Pnnn8XKlSvFjRs3hBBCnDt3TuTPk0eYFEW0UxQxF8QiEB+CyKGqQgXxcbYnE/Hjrwc+iIJ2mmjcsKFYu3atyOXuJgBRxUEVbR0RNR0UoYDI7uwsZs+eLYQQ4uDBg4KEykbJVXX7FISdjY0ICAjIyF+lJGUpISEhYvbs2SIsLEwIIcS+fftEi+bNhKoqj0qFAiKvj5f49ttvRVRUVAZHnLIVK1YIe1tb4Wkyic9B7AFxCMRfIN7QNAGIwYMGCcMwMjrUF0J2lWdCYWFhtGnVik1btlDS1UQrLzNOGpwMhaV3FFSTDUt9l9G4cWMAQkNDmTNnDpP/+IMLCcVR3HPkwNHZmdwBdznoaSR7vOnh0DdY4erVq3h7e7Ns2TKWLl1KcGAALtlz0LRpU9q3b/9opbCePXqwdd48rprNJDeD7FV6JiVJL8KtW7fYvXs3rVu3xsbG5qn3jhw5QkxMDGFhYdSpU4ciRYpkUKTP7vz580ycOJG5s2YRnjCQVlEUGjVowMDBg2nQoMEr89hNJu5MJj4+nvrv1uXo/j3Mq6jT2MtS/eihBzHQ56jCunsaGzdtonbt2k9sHx0djdlsJjY2Fg8PD2a5Q/cUltSONCDnXZVxP/3MsGHDUoyxUN68vHf7Nr9YcT6NALVRI9asXWtFa0l6Nd27d4/z589jNpvJly8fRYsWfarNyZMnuXXrFo0aNUoxgcXExLBt2zYaNbKiQstLJjIykmvXrhEfH4+3tzeenp4ZHdILJ2uVZzJLlixh+85d7KgFNXM9/b6HPSypInhnl8HQwYM4fur0Ex9iBwfLYp3+/v4A5E2hqAqAkwo5bTSCg4OtijE6OpoUiqw9kg14kETFNkl61e3bt49ff/mF5cuXoxv/7xmrVrkygz74gPbt26MoCjt37sTGxuZRL1tK7O3tiY21dpLVy8XJyYnSpa2pUJF1yXncmczkiROok1tNNGk/ZKPC58UNTp45y969exNt4+LiAoB/8r3kAMQKCDYbj7ZJSW4vL85Z0U4A5zWN3HmSGvMuSa+u6dOnU736W5zZuJLf8xlcKAtXysGS18Dh4iE6duxIzx49WLp0KZ6enlSrVu2Z9q8oCoZhxReA9NKRiTsTiYiIYM++/XTySfnDVtcTcjma2LBhQ6Lv58qVi4pvlGduVMp/AsuiINKs06RJE6vi7Ny9O8tUlQcptDsInNB1OnfubNV+JelVsXbtWvr27Us/D8GpUmYG5YaiDlDIHlq7w5ZiBn8Xhrlz57Bz506KFy/+zMfInz8/N27cSIfopfQmE3cm8rCymbtdym1VBdzsFCIikq6dNmDwEDZGGfybTFnESAO+i9Co/fbblChRwqo4u3fvjsnWlkGKgp5EmwhgiKZROH9+6tevb9V+JelV8dUXn1Mrm8KEAiRaNwGgswd84Q1/TZtKYGDgMx+jZMmSnD17NnWBShlCJu5MJFu2bGiayjUrHgnH6HA3yiBnzpxJtunYsSO13n6bJoEavpGWesGPuxIPDQI1rqm2/Dp+vNVxuru78/f8+SwFGisK+7F0iwPowDqghqZx1taWxcuWoaryz1B6dURHR+Pv7090dOLLZB06dIjDx47zYW4DNYVB0gNzg9B1Zs2a9cxx2NnZyTLEmZT8xsxE7O3tad6sGX/dMJHSXIAltyAsVqdNmzZJtrG1tWXlmjVUr/surQPgNX8Tw4JgZDDUf6BQ5C5cdMjBpi1bKVeu3DPF2rJlS1avWcOlvHmpChS1saGayUR+k4nGgFKyJP/u3csbb7zxTPuVpMzIbDbj6+vLO7Vq4ejoiKenJ46OjtSpWZOlS5cSHx//qO3OnTtxMqk0zJHyfj1soI6LwY7t258rLvmcO3OS08EymW3btvHOO+8w+Q3on8QUzAcxUHWHiUIV32bTlq0p7lMIwf79+5k8aRKH9u0lLi6ePHl9qFC5CuPGjXs0Ev15GIbBpk2bWLduHeHh4bi7u9OmTRsqVar0ysy5lF5toaGhtGzenG07d1JN0+iq6+QG7gNzNY09uk6tGjVYsXo12bNnZ8yYMUz5fix+ZeNT2jUA7S+Bf+m32bZj5zPHduLECVxcXChUqNAzbytlHJm4MxkhBB8MGcLESRP5rDh88JplChhYurq33IchJ00Em7Kx78ChVH0gfX19qVixIrdv38bW1pbixYvj7JzCpG9Jkh6Jj4+nft26HN2zB19d551E2mwHWmoaZatWZdPWrUyfPp2hgwfx4A1Bdism7FY6q1GgfksWL178zPHFxcWxadMmqweeSi8HOY87k1EUhd/Hj8fRyYmffvmZny4KanoIHFXB6QgTV8LMlH+9BGt8l6Uqaa9atYrvxo7lyPHjj36WzcmJbj17MmzYMAoWLJgGZyNJWdvy5cvZvmsX24DaSbSpDazQdWrt3s3ChQvx8PDAAOYGwODcye//ZCQcCtP5uG3b54rP1tb2iW56KXOQd9yZlK+vL5UrV2bRokXs3buXmOhofPLmpVu3bk8tjfcshBB88skn/PTTT1TTNPrrOuWBaGAF8JfJhNnJifWbNlGpUqU0PCNJynpq1aiB2LePnXpS8ysea6uqBLz2Gjt276Z/v34cXLeCwyV1PJJYSlcX0OKSwhFTTm7cvvNUiVNrrVixgmbNmslBopmITNyZ0I0bN7h58yY1atRI831PmjSJQYMG8RswNJH3g4EmqsqFbNk4eeYM3t7eaR6DJGUFoaGh5MiRgxlATyvazwG6A0FBQYSEhFClYgVyxYbyTyGdko5Ptg2Ih0E3FJYEwcqVq1LV1X3ixAmcnJwyVd3yV528xMpkhBDs3r2b6tWrp/m+4+PjGTdmDN1IPGkDuAKrDIPY8HD+/PPPNI9BkrKKsLAwAKy9tPVK+G9oaCgFCxZkx7+7CXJ0p9RJeOe8yo934Tc/6HIF8hxXWRVhy5IlS1P9fLpEiRKcP38+VfuQXix5x53JHDhwAHd393S5Ol6+fDktW7bkOFA2hbYDAV93d27fu4fJJIdKSNJ/hYSE4OrqyhygazLtDgOTgZVAKOCZKxctWremW7duXLt2DV3XmTJxIqdPn8Ks6+TLm5cevfvQo0cP3N3dUx2nEIKxY8eSPXt2zGYzPj4+NG3aNFWzSaR09oKXEZVSITY2VixatCjd9v/ll18KLxubZNfQfvhanbCm7507d9ItHknK7KpUrCjeVdVEP0PRIDokfI7yJaxP/zOI4SA8TSYBiD59+oj4+Ph0i2/27NmiRLHXBCDsTKpwtrOsbe2aPZsYMWKEiIiISLdjS89PdpVnIps3b6ZevXrptn9d162eZvBwUTHdikE3kvSqGjB4MJsNg4P/+bkOdASWY3m2fRX4DhgO/AzcNJuZAMycPp3+/foh0qFj9JNPPqF79+4UN19mWwuIft8gvI/Opc7Qq1AYk//4lTq13n7U5S+9PGRX+Uvo5MmT+Pr6EhwcjLOzM40aNaJ48eIcOnSIhg0bpttxZ8+eTa+ePbkqBPlTaDsa+M3BgQdBQdjb26dbTJKUmcXGxlKzenWuHjvGOl2nQsLPlwJtsHSPN0tm++lAH2DXrl1pOhh19uzZ9OjRg9+qw9Byibc54g/vrNKoU78xy1asTLNjS6knE/dL5OzZs/Tt3Ys9+/bjbmfCy04hIF5wL9pMfp88zJr7N7VrJzUbNPUiIyPx9vRkQGQk3yXTLg7IbzLRsm9fJk2alG7xSFJWEBAQQOMGDTh05AgNVZWuhsEPgAOwJ4VtDaCEycQbrVqxcNGiNIlHCEHJ4kUpqV/Bt2HyX/9zzkH3rXDhwgWKFi2aJseXUk92lb8kTp06xVtVqxB86hBLi4Pfm2ZOvR7PnTfMbCoFecLv0qB+PTZt2pRuMTg5OdFv4EB+URQ2JtHGDPQCAoGBAwemWyySlFXkzJmTnbt3M33GDO6VLk174BiWO+mUqEBvs5mlS5diNpvTJJ6dO3dy/uJlBpdJ+Z6t3WuQ08kkZ5C8ZGTifgkYhkGrFs0pQBR7S+u0ygk2Cf8yqgLvusL2UoK62Qzatm6Vrs+cxo4dS70GDWiiKAwATmEZPRMLLAZqqCoLVZW5f/9NyZIl0y0OScpK7O3t6dmzJ4ePH2fnTktN8cJWblsIMOt6mn3ujx8/jqOtSs08Kbe1N8E73mZOHDuaJseW0oZM3C+BTZs2cenqNSYX0JOsTWyrwrRCBhERkcybNy/dYrGxsWH5ypWM/vprlufMyeuAjaJgD7QDbKtWZfOWLbRv3z7dYpCkrEpRFPLlyweAtWk4POG/aTU9Kz4+HhtVwdriirYqxMXFPvr/165dY+TIkTRp3JgG9evTp08f9uzZky4D6KTEyWfcL4GOHTtyZs1ijr+up/hhanle4U7+8hw4fCTd44qPj2fjxo2PFhmpVKkSpUuXTvfjSlJWpus6hfPnp/adO1izinZjVeVe6dIcPn48TVbUW7hwIR07duRaVyiQLfm2QkC5xRol32nDtGnT6N2zJ0t8fcmuqtTQdWyA4yYTV81mypcpw4LFiylevHiqY5SSJytnvATu3r5FafuUkzZAaQfBoTt30j8oLHffctUgSUpbmqbRb9Agvho1im8MA59k2p4B1hsG0z/4IM2WwW3WrBnZXZyZejqC76ol33b/PTj5QGdM+/a8W6cO544dY6oQdNJ1HlZhNcxmNgMfnj3LW1WqsHvfPkqUKJEmsUqJk13lLwE7e3sirJwOHamDvb1d+gYkSVK66tOnDx65ctFI07iXRJurQFOTieKvvZamj6acnJzo0as3E89onAhIul1kPAzdq5HHy5Pp06dz+tgxtuo6fYDHS6erQH1gt66TOyKC9q1by27zdCYT9wsWExNDWFgYhmE8+ln1Gm+zJUwlJIVBo7qAZaEm3qqZflPCJElKf+7u7mzYsoVAd3dKahrDsYw0vwMcwlJSuKymofn4sH7zZhwdHZPd37P65ptvKFqiFLVXasy/AHGP3TgIYbnTrrNK40yoLYsWL+Xf7dsZ/Ng89MS4Ar/rOifPnmX37t1pGq/0JPmM+wWIiIhg3rx5TP7jD06dOwdAdmdnuvXsyYABA8iWLRv58ublyzw6n+dLej8LH0DHC3Dw4EEqVqz4gqKXJCm93L17l99//50Z06YRFBr66Oe5c+akT//+fPDBB2lSj/zUqVMsXbqUwMBAHB0dqV27NpUrV6ZB/XocOnwET2cT73ibsVXheJDGcX+dvN65WbZyNefPn6drly5cBQqkcBwDKG4y8VbnzsyaZc0TfOl5yMSdzm7cuEH9d97h0tWrNAOaC4EDlqvrGZpGCDB9xgw2bNjA4n8WMbUw9PLkqefd64KgzUWVhs2as9R32Qs/D0mS0k90dDSHDx8mPDycHDlyULFixedeX/txx44dY8jAgezetw93k4k8ikIIcDM+nvze3nTq3p1OnTrx559/cnD/XmKiYyhWoiTde/QgODiYdu3a8cMPP/Dbl1/ywMp55O2BBzVrsnXHjlTHLyVODk5LR6GhodSrU4f4mzc5IwSPj7VsB3yt6wwEenTvzoSJE8mRPTt9pk7lt/smeuU0k98O/ONhboDG/lCdJo0aMPfv9JsKJklSxnBwcEjTkqYAe/bsof6771IkLo4lQHOzGRssdRkOAD/evcu4ceNwd3fnjz/+4OrVq0RGRlKmTBkA7t27x/r16zly5Ahxz7AmgRkwpcFFh5SMDFjY5JXxyy+/CBtFEZeSWWVLB1FPUUSpYsWErutiy5YtouV77wlNVQQJKwfVrVNbLFu2TJjN5ow+JUmSMoHQ0FDhniOHeFtVRUQS3z0GiE8SvmN27twpLl68KM6cOfNoH7NmzRJO9vaPvocOWrFqYDSInJomhg0bloFnn/XJrvJ0YhgGxQoXptL168xPoe1WoC6wfft28uTJQ1hYGHv37qVjx444OztjZydHkUuSZL3JkyczZNAgrguR7HQzAZRWVcJy58Y9Rw40TePNKlXImTMn3333Hd2AL4A6QC0sK5klZy7QDTh//jzFihVLi1OREiETdzrx8/PD29ubZcB7KbQVgJuqYuPqyoPAwEc/L128OAOGDKFnz54yeUuSZLVypUtT+OxZfK34ep8MDCKhMiKwSdO4p+sMBsYDCvAH8AEwG0tiTsxJoJamUaNBA1auWZP6k5CSJKeDpZOYmBgAnK1oqwD2hoF7YCBrgKPAaqDohQsMHjiQBu++S0RERPoFK0lSlnL+4kVqWnlPVgvLzcMgLHfUnXWdHMD3WL6bAAYDvYHuQE8s31EP3QG+BGpoGgVKlmROOpZklixk4k4nHh4emDSN01a0DcCy2tYQoDFQHmgC+ArBDiE4sncvnTt0SMdoJUnKSgT/T7opedjuYZr/G0uCdvxPm2nAb8Bm4E3AA8gN5AV+trOjU9++7Nyzhxw5cqQqdillMnGnE2dnZ1q2bMk0k4mUrntnYvmHaJPIe9WBqbrOyjVrOH78eFqHKUlSFlS4QAH2Wdl2H5bEXACIB+4DryfSTgGGAteAlQn/uzmWhL92wwYmT56Mi4tLquKWrCMTdzoaNHgw581mxiXT5iyWLqkOQM4k2rQBvE0mpkyZktYhSpKUBfXu14+lioJ/Cu0ElmfcDQEfQMOSoOOT2cYENANGYek2B3Bzc0tdwNIzkYk7HdWoUYOvvvqKz7H8gZ957L0wYBLwFpYPzG/J7McE1DebOX74cLrFKklS1tG9e3fsHRzoqarEJdPuJ+AIlsd0YEkIrwPrrDzOOsDZwYFChQo9f7DSM5OJO519+eWXTJ48mXXu7pQGitrY8LqNDd6axmAgF7ATyJHCfmwBc3xy18GSJEkWbm5uLFm2jM2qSl1VZTs88cjuAtAX+AT4HMsiIQ/1xzI49loKx4gB/jKZ6NK9O87O1gzDldKKnA72gsTFxbFs2TIOHjxIXFwcefPmZfOmTYTv3MmBFKoSCeANk4nCzZqx1Nf3xQQsSVKmt3PnTvr36cO5S5coZDKR3zAIAk4YBu5YRoMP4smBbBFAcSw3FZuBxCqlxwEdFYW1NjYcPX5cLuP5gsnEnYFWrlxJixYtOATJrrqzD6gGrFu3joYNG76Y4CRJyhKEEOzcuZMlS5YQmFAnYvE///ALMCyJbU5iKQplD3yIZe62K5a77KXAb5rGaUVh8dKlNG/ePN3PQXqSTNwZyGw2U7JoUWxv3mS7ruORSJt7QC2TCbVgQU6fP4+qyqcbkiSlTrcuXVi6YAEbDIOkKqR/A4wGTKqKbhi4aBqRhoEuBHVr1+brsWOpVq3aC4xaekgm7gx2/vx5ar71FvahoYzQdboC2YFgLMUQfjGZ0F1d2bV3L0WKFMnYYCVJyhKio6Np3KABe3fvprdhMAAoieWx3E5goqLgKwSDBw1i5GefsW7dOoKCgnB2dqZOnTqynGkGk4n7JXDt2jU++fhjli9fjq7rOGoakbqOjclEq1at+OHHH8mXL5mFuiVJkp5RbGws3377LVMnTcI/KAh7VUUXgnghKFa4MCM+/ZRevXqh/HeNYSnDycT9Erl79y7r168nNDSUHDly0KhRI3Lnzp3RYUmSlIXFxcWxbt06bty4gclkolSpUtSsWVMm7JeYTNySJEmSlInIkU6SJEmSlInIxC1JkiRJmYhM3JIkSZKUicjELUmSJEmZiEzckiRJkpSJyMQtSZIkSZmITNySJEmSlInIxC1JkiRJmYhM3JIkSZKUicjELUmSJEmZiEzckiRJkpSJyMQtSZIkSZmITNySJEmSlInIxC1JkiRJmYhM3JIkSZKUicjELUmSJEmZiEzckiRJkpSJyMQtSZIkSZmITNySJEmSlInIxC1JkiRJmYhM3JIkSZKUicjELUmSJEmZiEzckiRJkpSJyMQtSZIkSZmITNySJEmSlInIxC1JkiRJmYhM3JIkSZKUicjELUmSJEmZiEzckiRJkpSJyMQtSZIkSZmITNySJEmSlInIxC1JkiRJmYhM3JIkSZKUicjELUmSJEmZiEzckiRJkpSJyMQtSZIkSZmITNySJEmSlInIxC1JkiRJmYhM3JIkSZKUicjELUmSJEmZiEzckiRJkpSJyMQtSZIkSZmITNySJEmSlInIxC1JkiRJmYhM3JIkSZKUicjELUmSJGUYIQSRkZHoup7RoWQaMnFLkiRJL5QQgr1799K5Uycc7OxwdnbGxsaGmtWr888//xAXF5fRIb7UFCGEyOggJEmSpFeD2Wymf79+TJ8xg8ImEz3NZgoAocA/msZOXeeN119nzYYNeHl5ZXC0LyeZuCVJkqR0ExcXR1BQECaTCTc3N/q9/z6zZszgTyHowdPdvoeAFiYT7q+9xsatWwkMDCQ+Ph4vLy9y586dAWfw8pGJW5IkSUpzR48eZfKkSSyYP5/o2FgAcrm74x8YyFSgbzLbrgOaATY2NsTExz/6ef26dRk4ZAhNmjRBUZT0DP+lJhO3JEmSlKbGjRvHqFGjyGsy0cdsphwQD4wEIoCbgJbEtmuAtoAT8D7QCLAFTgF/ahoHdZ0+vXvz59SpqOqrOUxLJm5JkiQpzYwfP56hQ4fyJfA5YHrsPVdgMDAmiW33A7WAhsB8wDGRNrOBXorC8BEj+PHHH9Mq7ExFJm4pS4uOjuaff/5h5cqVBPr7YzKZyFewIN27d6dmzZqvdHebJKW10NBQ8uTOTY+YGCb85z0Dy132NKBPEtvXA/yBA4BdMsf5FvhK07hx8ybe3t6pDTvTeTX7GaQsLy4ujlGjRlm+RHr0IGjVKvLt3UuuXbvYP38+tWvXplSxYixevDijQ5WkLOPvv/8mNjaWkYm8p2K5gw5KYtuLwGbgQ5JP2gCDAFshmD59+nPHmpnJxC1lOVFRUTRp2JCfvvuOnmFhXAJ2GgbzgEXAObOZbUDhy5dp164d33//fcYGLElZxKoVK6gHJHUPXBdYACTWzbsFS7d6WyuOkx1oahhsXLfuueLM7GTilrIUIQRdOnViz44dbBSCn4Ei/2mjALWBVUIwGhg5ciQzZsx44bFKUlYTGhSEVzJPXwcAJ4FNibwXiWVAmr2Vx3IHIsLCnjXELEEmbilL2bFjB8tWrGCOYVA7hbYK8BXQDfh4+HCio6PTPT5JyspccuTgQTLvv4vlorkDloFoj8sOhAPWpuLbgGZjw6s4TEsm7jQWERHB3LlzGTNmDJ9//jm//vorFy5cyOiwXhmTJ02ihMlEKyvbK1hGvgaFhrJkyZJ0jEySsr4GjRqxQVWTTN4qsAwoCVQHWgBrgTNAroQ2f1txnPtY5nofO3mSiuXLc/HixVTFndnIUeVp5Nq1a/z666/MnTWL8MhIPG1ssAUe6DrRhsE7tWoxZNgwmjVrltGhZln3798nj7c3vxsGg55x2waqSniFCuw5cCBdYpOkV0FgYCB5vLwYFh/Pd8m0CwXKKAqh9vaEPdbTZWdjg5fZzDEhyJHM9kOxjE6fDXypaTxwcWHP/v0UK1Ys9SeRCcg77jSwZ88e3ixXjsV//sngyEiuA37x8dyIjyfYMJgPRP/7L82bN2fEiBEYhpHBEWdNV65cQbeiizwxtQ2D8+fPp3lMkvQqcXd3Z9QXX/A98AeJD0KLArorCv4mE+u3bGHDhg3MnTuXY8eOcfDwYUKcnWmoafglsm08lsdb47FMCWsL7NF1ckVE0L5161en21xIqXL8+HHh4ugoaqqqCAYhknn9Yfk7Fp999llGh50lbd68WQDiSgr/Dkn929jb2mb0KUhSpmcYhhg+fLgARCmTSUwA8S+IbSA+BuGmqsLR3l6sXr1aCCHEoUOHxK1btx5tf/DgQZHD2VnYKIroAGI+iCUgRoPwTvgOHQfCeOzzuzHh57t3786o036h5B13Kggh6NGlC4VjY1ljGMl27YClYtAPWMoBHjlyJP0DfMVkz54dgIDn2DYAyO7snKbxSNKrSFEUfv75Z7Zu3UqxJk0YqqrUAOoA01xcqNOyJZu3bsXDw4M//viDqVOnsn79ekJCQgCIj49nw5YttGjdmiVAJ6AN8AuW+uUnsJROfbx0Ul2giMnEzJkzX+CZZhz5jDsV9u/fT9WqVVmHpUSfNXSgkMlE3S5dmPGK/JG9KNHR0fh4edEjNJSfn2E7AZQ0mXj9vff4RxZkkaQ0FRQUxL1797CxscHHx4d169bx8YgPuXr9JnYmFTsThMUYODrY06p1G+rVq0fnzp35/PPPmfPDD5w3m4kDspF0fXOA9sCDmjXZumPHCzmvjCTvuFNh8qRJFDSZqP8M22jA+2YzC+bPJygoqRpC0vNwcHCgZ58+zNI0nmVi1w7gvNnMgIED0ykySXo5RUdHM3v2bFq1akXdOnV47733mDp1KhEREWl2DDc3N0qWLMlrr73GlClTaN26NYWUW6xtA5HDDUKHGdwdDJ9WiGHt0vl8/eUX3LlzB03TMBQFJyw1zpNL2mC5KdJMphRaZQ0ycafCnp07aWk2P/MvsRUQExfH8ePH0yGqV1u/fv0INgy+sLJ9BDBC0yhVrBhvv/12eoYmSS+VmTNnPioJ/GDFCty3byd05UoG9O+Pt6cnv//+e5oO9lq7di3Dhw/n06qwqZ2gURHQEr48vZzhi+pwuLtBbNBtmjVpRIkSJbgbH885K/YdC+wymShZunSaxfsyk4k7FcLCw3F7ju0ebhMaGpqW4bxShBCEh4dz//79JwqnFC5cmPHjx/MLMIrER7U+FAw0VlUu2dkx/59/5IIj0ivjjz/+oFevXjRLKAm8yzD4B9gmBNeEoGtUFMOGDWPMmKTW8Xp2P37/HW/l1RhXE5L6qBXMAX83NnP0+ElOnDiBq4sLk6zYty/gbzbz/vvvp1m8LzOZuFPBydGR5+lQikz4r7McDPXM7t+/z7hx4yjg40O2bNnInTs3jo6OvFmuLDNmzCAqKorBgwfTuXNnxmF5dj0By7zRhy4Bw4HCmsYZFxc2bN5M2bJlM+R8JOlFO3XqFEOHDmU4MIunSwLnAyaSsALXV1/x77//pvqYZ8+eZdfuPQx+Q08yaT/0dl4o7alx4fw5Pvz4Y6YoCiuSaX8e+EDTaFivHiVKlEh1rJmBTNypUOr119mipfTk5WmbAFVRKF68eNoHlUUJIRg3bhx5fXz4ZvQX1A2/ywIPWJkLZuYEr8un6dO7N3m8cjNmzBi+/vprdu/ezevvvceHmoYr4KppOGsaRYHZ2bPT+8MPOXryJNWqVcvo05OkF2by5Mnk1jS+48mR2f81EihmMjFp4sRUH/PhY8FGhVNuqyjQuKDO8aNHGDlyJK1atqSVojAUywpiDz3AMkunmqbhWaQIfy9YkOo4Mws5qjwVVq9eTbNmzTgIVLRyGwGU0zQKNGzIytWr0zG6zOHIkSMsW7aMgIAATCYTefLkoVOnTuTPn/+JdiNGjOCXX37hk+zwSXZwTeR66Vo8DAtWWB0FCxYupF27dgD4+fmxbt06AgMDsbGxIW/evDRp0gR7e2uXM5CkrCEuLg73HDkYFh2NNZ3gvwMfaRoPAgLIkSPHcx93zpw5dO/endiPwdaKe53Ru2DmlVzc9ruPruuMHTuWCb/9RmBoKAVsbDABN3UdRdPo0LEjv/72G66urs8dX2YjE3cq6LpOoXz5KOPnxyohrOq+WA60BDZs2ED9+s8yHj1rWbx4Mb/88AMHjx7Fw2QiL6ArClcMgyjDoEnjxnz62WdUrVqV2bNn06NHD/5wg8HZk9+vLqB7oMLiGI0DBw9Rrly5F3E6kpQp3Lt3Dy8vL1YBTa1ovxuogaWrOzXd0Fu2bOHdd9/lcHd40yvl9u8tU7jrUp4Dh/5f7yImJgZfX1/OnDmD2WwmX758dOjQAXd39+eOK7OSiTuVVq1axXstWtBbCCaT/JSFbUBTVaV+06YsXbYMVX31nlQIIRg+fDi//fYb76oqgwyDRljW4QXLKO+FwARN4xwwY+ZMvv36a8rcv8rSXEnu9glxAordM/F2mw7MmTs3Xc5DkjKjBw8ekCtXLpYB71nRfgeW1bwuXLhA0aJFn/u4ZrOZgvnzUt/jHtMbJd/2dhgUmKLwx4SJDBgw4LmPmZW9epkjjTVr1ozpM2YwQ1V5W1VZiqWe7uPOAIOwLGRRvU4d5i1Y8EombYAvv/yS3377jQnAJsOgGf9P2gDOQB/giK7TRdfp0b07F69eZYiL9cewVaCfg5l/Fi0iMDAwTeOXpMzMzc2N3DlzssXK9lsAF0dHfHx8UnVck8lEvwGD+PuMyp7bSbfTDRi6VcHR0YHOnTun6phZ2auZPdJYjx492LhpE2rlyrQB8ptMNFQUmgMVNI3SwFJ3d0aNHs2adetwdHTM4IgzxoULF/jmm2/4BlJcvcsG+AtoLAR2QGW7ZztWTxfLVf6yZcueK1ZJyoo0TaNP//7M1TRSmowaC/xlMtGtZ880+c4aMWIEVapUpcFijVknIdb85PsXA6HVcoXlF+HveQvIli1bqo+ZVcmu8jR28uRJZs6cyY0bN4iLjcXVzQ1PT0++++47bG1tMzq8DDV06FDmT5rEbbMZa/PwWaAUsNAD2j/j7Lncd00MHDWaL76wthyLJGV9t2/fpkTRotSMjcXXMBL9LJqBroqCr6Zx4tSpNJsBExkZSY/u3Viy1JecTiqNCxk4muBCsMq26wburjmYNWcuTZta8wT+1SXvuNPY66+/zu+//87y5ctZu24d8+bNo3r16phekVJ8SYmKimL2jBn0foakDVASeBuYHPbsx1RQXp1l/iTJSj4+PixdvpytJhPV//N4TwdWA7VVlcWKwt/z5xMeHk6PHj3I6ZoDG5MJt+zZ6NihA7t3737mz5eTkxOLlyxl+fLlNGzZiQsOFdhnLoXptTrMmTOH23f9ZNK2wiuTTeLi4ggICCAuLg5XV9dHK0m9CIUKFWLFihXExsYSExND9uzZqVGjBh4eHi8shox25coVQiMirBrJ+l/NgS9in22bYB0C4s3kymXliDZJeoXUr1+fbTt28PHw4bTZt4/smoaHqhJoGATrOhXLlmXO8OH8+ecUtm/fQX47E/3tzXhlhwdGOPNWLKXGokW0aNaM+QsXPnNXutlsZs6cObJa4XPK8on75MmTTJ48mXlz5xL5WGnMGtWqMWDwYFq2bJluXdhRUVHMmzePSX+M5+SZs0+8Z2tjom3bdgwcNIgqVaqky/FfJg8XLXiey6XsQBSWqV6alZ/z2RGgqBrvvWfN2FlJevVUrVqVf/fu5dSpU6xatYrQ0FBcXFxo0KABFSpUoHOnTuzZuZOZ7tDV2fzEZ+8LYcY3CrqvXUObVq1YuXq11b2KcXFx2NrayqSdGi96AfAXJSoqSrRt3VoAwttkEl+CWJ2w4PpMELU1TQAij6enOHToUJof/86dO6Js6VJCVRTRzFkR6z0R4fkR8QUQt/MifnRFFLQ3CUCMGTNGGIaR5jG8TE6ePCkAsTdh4ftnef0KwgaEKGjdK74A4jV7k+jQvn1Gn7YkZUobNmwQgFiYEyEKJP3a4Iml3cKFVu97165d4t69e+kYfdaXJZ9xx8bG0qh+fVYvW8Yc4LrZzFdAE6Ae0APYpuucAXwCAqhZowb79u1Ls+MHBgZSp+bbBF66wFEvwUoPQQNHcFbBpEAeE3yUAy7nNvNNDhg9ejRjx45Ns+O/jAoVKkQ2JyfWPMe2qxUFA5gVnnJbIWBQIFyNMxg6bNhzHE2SpMkTJ1LWwUQ7p+Tb1XeAWo4akydMsHrf9+/fx9PTM5URvtqyZOIeNnQo+/bsYaNh0BXL1KLElMSSwN+Ij6dZ48ZpNud38KBBBNy4znYPM2WTGYmlKvC5K4+S9969e9Pk+C8jJycnuvXsyXSTibhn2O48sF0IqlSrRq8A+DYEIo3E294zQ9dAhanhMO2vv6hUqVIaRC5Jr5aoqCjWrFtHbwdziguCAPR21Pl3717u3buXYtvQ0FA5zSsNZLnE/eDBA2ZMn87XhkENK9o7Akt1nbDQUGbNmpXq4/v5+bFkyRK+cNEpktQVw398lgOK2KdNMf+XWf/+/fE3m/nNyvYGMEpRyJkjB7379OHjTz7hixCFPHc1hgbCmijYHg2+kdDhgUK+Owq+cbYsXLiQnj17puepSFKWFRISgmEYFLRyBNTDdgEBASm23bdvn1zUJw1kucQ9c+ZMFMOg9zNs4wm0NQymTJiAYSRxO2elGTNmYIOg2zPMOVYV6O9oZsmSJfj7+6fq+C+zEiVK8OmnnzISmJZCWzMwAEtt9w5dutClSxe+//57rl69Sv/hHzFfy0HT+1DnHrT2h6O5CvLTr79xx8+P9u3bp/u5SFJW9XCEeJiVX4WhxpPbJScyMlIuZ5wGslwBlnKlS1PqzBnmP+N2u4CawP79+6lcufJzH79GtWp4ndzH4mecheSvg+dNWLRo0aNVrbIiwzAYMngwkyZPpomqMtAwqMf/ryCjgcXAH5rGCSHo1r07U6ZMeWrkf3x8PA8ePCAyMpLs2bOTM2fOV7aMrCSlJSEEZUuVovDN8yz3SDk99AyArdm8uXrzJloyyxzfuXOHGzduyDvuNJDlpoPdv3fPquL5/1Xs4fb376fq+MGBgbzx7Et046Fa7rxDQkJSdfyXnaqq/PDjjzi7uLB4wQIa3rqFl6pSQFUxA5eEIETXqVe7Nh9XrMgXX3yR6HQ9GxsbvL29X/wJSFIWpygKA4YMYeCAAVyMh6LJPPK7Y4aF0SqjPxuUbNIGOHToEI0bN370/+Pi4jh//jxRUVG4u7tTpEgROUXMSlnuFuV5/+EfXlem9g/H3sGemOfow4gDDEGWXiP64sWLDBs2jDxeufnhhx+4dusWAH6GwaXs2XF86y0GjRzJ+fPn6dy1K5999hkODg4ZHLUkvXo6d+5MkUIFaRxo4vp/V01KcM8MjQI0cubKRZ8+fZLdnxACs9mMjY0Nfn5+fPHFF+Tz9qZs2bJUrVqVokWLUq50aaZOnUpMTEw6nFHWkuXuuHN7eXHeikES/3Uh4b+pnaZQuGgx9l48ixDWjch8aF/C32rhwoVTdfyX1YwZM3j//b642qn0K2ymS2HwdoQ4A/b7w5SLwWzcuZOQwAA8PT3p1KmTfBYmSRnE2dmZ9Zs2826d2rx+5w7dHHS6OYO3ZnmsNy8SZkZrqI7O7Ny8hZw5cya7v3PnzlGiRAlOnDhBg7p1iQwOpquu0w5LgaUbwIxz5xjQvz/z585l9bp1L7S6ZWaT5Z5x//TTT3z+6afcMQyS/1N6UifgYIECXLhyJdFnpXfu3CEgIACTyUTu3LmTXLx98+bN1KtXj11eUOMZbp7bPlA4lbswZy9ezHLdRTNmzKB37970Kw6/VQT7JC4XjwdCk20qtu55OHj4aIpfBpIkpa+AgAB+//13/vpzCv6BQY9+nsPFmW49e9GyZUsURaFGjeTn8Pj6+lK5cmUqli+Pd3Aw63SdxG6R9gGNNI03a9Rg09atctxKErLcb6VHjx4ompbiqOXH+QFLFIX+gwc/8YcSHR3NnDlzqFzhTXx8fChXrhylS5cmVy4PmjdtysaNG58ahf7OO+/wWsGCfB+qYFh5SXQhDpZHwYAhQ7Jc0r5w4QLvv9+X/sVhcpWkkzZAOXfY1cAg4sFd+vTu9eKClCQpUTlz5mTs2LEcO3mKfv36kTvhYjokPILJkybx55QpHD58mOvXrye5j/j4eDRNY/z48cQGB7M+iaQNUBVYqOts3bGDLVusXTX81ZPl7rjBUgBl2pQpbDAMaqfQNhKoq2mcd3Bg49atj4p2HD16lKaNGnL3vj/1nVR6OBoUMFlWzzkZB1OiTJyMNlOlYkVWrlnzxGIWy5Yto1WrVnyYDX52I9ku85tmqP3AhF2+ghw4fAQXF5dUn//L5IMPPmDh9Mncam3GzspBe39dgPf3KVy9epUCBQqka3ySJCXv8OHDNKpfn7CQENobBk0Be+AcMNVk4rLZTMOGDVm8eDE2NjYsW7YMX19fgoKCcHJyolChQnTp0oX677xDj7Awfk7heAIoZzJRsGFDVqxale7nlxllycQdFxdHk4YN+XfHDiYYBl0g0aUkTwC9NI0LtrZs27mTuLg4goKC8PT05J3atSgh4pjvrvNaIqMqhYAdMdAxyES2vPnYs//AE127EyZMYMiQITR1hJHZoYrdkwk8woAFEfBVuAk7z9xs3/XvU0nqwoULTJ06lVMnThAZHk42V1eqvfUWffr0wcvLKw1+U+krMjIS79yeDCwUybg3n2G7ePBeojHww48ZN25c+gUoSVKyLl68SJWKFSkaGckKXSf3f943gAnAUKBChQrcvHkTf39/qlatSr58+QgJCWHbtm0oikJcXByHAWu+Cn4Evra3f2JhKOkxGVQjPd3FxMSIzh07CkB4aJr4FIRvwkIjf4KolrDISD5vb3Hs2LFH212/fl24uriISg6aiMif8oIWl3wQHraaqF+37qN9xMbGivnz54tir70mTJYLSFHaBjHQBTEiO6KLMyKbSRWqqogWzZo9VXD/2LFj4p1atQQgcmqaaA2iO4hmIBxVVZg0TbRp3Vrcvn37Rf06n8vGjRsFIM6+hxA9nu3V8zXE66VKZPQpSNIrrWOHDiK/pomgFBYC+gqEAqJRo0bi7NmzT+zj3r17on379gIQ16xcWOivhO9NXdcz6MxfblnuGfdDdnZ2/D1/PmfPnqXDwIFMdnKiFdAU6Ac41KiBr68vl69fp1y5co+227x5MyHh4Sxy13Gy4rdTxAb+yK6zccsWTp8+TVBQEHVr16ZTp074XLnCQiwFRQrHw/Zw+DvUUqIzzGzQp09ffJcvf2Ik+9atW6lerRr3//2XecBtXWcJMAtYCdw1DH7VdfYsX06VChW4cOFConG9DIKDgwHI82xL9T7aJigoKOWGkiSlC39/f5YsWcIQXcc1hbbDAHtFoWLFipQoUeKJ9zw9Pfnwww8BuG3lsW8D2Z2dM+XgNCEE0dHRiHTszM58v5VnVKJECcaPH09QaCgBAQHcuXOHqKgotmzfTsuWLbGx+X8/uBCCSX+Mp4mTSkEr64wDtHSC3LYm/vjjD+rXrcvZAwf4F9hiGLQG2gArgDPAPSBcwC/AtKlT+fjjjx/t5+TJk7Ro2pTqsbHs13U68XQXf3ZgMHBI13F58IAGdeu+tGVSHxZOiXuOKrKxOtjZpc866ZIkpWzTpk3Em810s6JtNqCVEKxevjzR99944w3yeXsz04p96cBsk4n3Wrd+hmgzlhCC7du306Z1a+zt7HB0dMTGZKJRgwasWbMGXdfT9HhZPnE/pGka7u7ueHt7J1nU49q1axw/dZpeTs+WaWwV6OpgZt7cuZw/eZLNuk71ZNqrwIfAeOCXX35h/fr1AHz+2Wf4xMWx1DBIYTU9vIENuk6Qnx/jx49/pnhflIIFCwJw4MGzb3swSKNAwaw5p12SMoPQ0FBsFIXEJ74+zQsITaLyo6ZpvD9wIAsUhXMp7GcWcMNsZsCAASkeMyQkhJ07d7Jx40aOHz+erne5SYmJiaFdmzbUqVOHMytXMiY+nr+Bnw0D/y1baNq0Ke/WqZOmVTFfmcRtjYd3roWe4W77IW8N4mJjGabrlLdym0HAm5rGxD/+4Pr166xZt47huo61ZUfyAd10nel//klsbOyzB53OypYtyxvlXmfKhWf7MzsbAjvu6vTq0zd9ApMkKUUuLi7EC0GIle0fAC7JLNk5cOBA8hcsSG3gSCLvG8BsYICi0LNHDypWrJjkvs6ePUvvXr3w9spNrVq1aNCgAeXLl6dUiWJMmDDhhX0fGoZB544dWb18OYuAM2YznwCdsQzYO6zrbAaO79lDs8aN0ywumbgf87DWrv4cF237Yi2jKZ4l1SjAQF1n/caN/PLLL2RTVTo843H7A/5BQaxcufIZt0x/iqIwYNAQ1t02OB1s/XY/n4ZcOd1o2bJl+gUnSVKy6tati6aqzLOibQSwTNNo1KxZkm2yZ8/OlL/+IgCoANTRNKYC/wA/ACVMJnoAnbp25c+pU5Pcz4YNG6hY4U02+s5lVMVYzvSEG/1gU1sorVxm2NAPaFD/XSIiIp7ldJ8ghODIkSOsWbOGTZs2JbnW+ObNm/Fdvpx5hkE7LN/p/1UXWKPr7N67l/nzn3X5q8TJxP2Yh1OsziZRmzc5B2Isq4v5PON27bD8I+zdu5dKVnSR/1cJwNNkemkHqXXo0IFSJYrTZJuJG1Z8jn49DbMuwVdjxmJnl9gkPkmSXgRvb29atGjBeE0jpY/uZCDcMOjbN/lblxMnToCm0a9fP+4XKUI/oD3whcnEG61asWvXLmbOmvXE2KP/bt/yvRbUyRPLhZ5mRlWFkjkhXzZ4twAsbibY3k5w5MBeOrRr98xd5/Hx8UycOJFSxYtRoUIFmjZtSv369cnr40O7tm05dOjQk+c9cSLlTCZSusWoBjRSVSaNH58m3fkycT/Gx8eHWjVqMDXq2Zb3ijTgrg55nuOYjkB2TSMyMhKH5/wHdVQUIiMjn2vb9Obo6Mi6DZtQXb2ovFZl1iWINj/d7nwI9NoNww/Bp59+Sv/+/V94rJIkPemrr7/mvp0dzVQ10S5zgaV7+1OgV69e5M+fP8l96brOlClTaNu2LVOmTOHM+fPExcVx4cIFNmzcSLv27QkMDGTlypUcOXKE8PDwp/bx3bhx5HHSWdxU4JjEI80aeWFGPZ0169Y9lWiTEx0dTbMmjRn6wRBKBV9mcxm4WxmuVoRfCuicWL+calWrsnDhQgBiY2NZs24dPczmRO+0/6unYXD05Elu3rxpdUxJyXKLjKTWgMGDadv2X47GwhtW3vDNjgAz8LxPL2KFwMnJiQBNg2ccfWgAgYZBjhw5nvPo6S9v3rwsWLSYD4cOpefuAww/otE6r04eR4g14ECgyrY7BjndcjBp0rdWDUqRJCn9lS5dmjXr19O8SRPyRUXRTddpBjgAZ4E/NY1juo69nR1nzpwhPDw80eqPx48fp1OnTly7dIlrV66wbvVq3qlblwGDBlGnTh2KFi36qK1hGNy+fZsDBw486u7WNA0nJyd8fX35uaaOQwrjkFoWhQKuJiZPnvyoGmZKevXswc5tW9lYSvDOf+a/DckD/b3M9L4EXbt0IU+ePJQoUQLDMMhn1d551C4oKCjZCxxryDvu/2jRogUlixWldaCJu4ncGf7XnhgYEaLinScPBzSNZx30fwqI1HWqVKnCfsPgxjNuvwEI03Vq1ar1jFu+OHFxcVy5coW9+/dz6dIleg0cxl61KFPv5mRRSB5EkerMmzeP23fvyaQtSS+Zt99+m5NnzjD4k0/4x9WVekANoJ+i4F2vHr6+voz46CPOnDlD5cqVmTt37qOlOePj42nRvDnly5fnwdmzDAfGGwYfRURwYc0a6taty7t16hAaGvroeKqqki9fPurWrUuLFi1o0aIFjRo14vz585h1nbbFU45ZU6F1ETM7tm626hzPnTvHwkX/MLGQ8VTSfshGhRlFoZwzfPP1Vzg5WR5sWltt4mG7h9ulSsbVfnl5Xb9+XeTJ7Sny2ZnEOk+EXuDpimlR+RF/uiMcNFW8/dZb4t9//xUkVGazpjLQw1d/EDlz5BC7d+8W2Rwdxchn3L6xqoryZcoIwzAy+teWpCVLloiwsLCMDkOSpFSKjY0VV65cEWfPnhUBAQEiKChIzJkzR0RHR4uTJ0+K+vXrC0A4OTmJQoUKCTs7O6GAGA8i7j/fXQaItSByaJqoXrWqiI6OTvbYf//9twBE5DCE+Djl19gaCNfsLuLMmTPi7t27IjIyMsnvycGDB4tc9iYRUx0h3k7+9XcxS1W3P/74QxQvUkTUVVWrvqu7g8ifJ48wm82p/neQd9yJyJ8/P/sPHcarTFka3YfX7pkYGwzzImB2OHwYCHnuavQLhFbt2rNh82aqV69OhXLl+ElVrb7rvoPl+VBASAjVq1cnIiaGPxSFU1ZuvwpYZxgM/OCDl3ZVsePHj1O4cOEst3iKJL2KbG1tKVSoECVKlCAuLo7169fTsWNH7O3tKVOmDBs2bODixYuMHj2a6tWrExsby0RgCPDf3m0FaASs03X27d/PzJnJl2d5uJTy9dBkmz1yPRRcc+Rg1qxZVHnzTVycnbHRNPJ5edGrVy/mz5/PypUrWblyJWtXrqB5DjN2VmTE1h6W/zo6OvLZ6NFsMQyOprDNTWCRqtJv0KBHs5dSI0suMpJWhBDs37+fyZMmsczXl6iE7h8PN1e69ezF+++/T5EiRR6137RpE40aNqSXYTAZSO6f5wHwjqJw39WVhUuW4OjoyPbt2xn71Vc4xMWxCXgjme1XAB1UlUbNmrF46dI0+WNIa+Hh4WzYsIE2bdpkdCiSJKWhy5cvc/LkSd57770kbxp69OjB9nnzuGI2J/tdCNBKUbhQtCinzp1Lcn8xMTHk8cpN9yKh/FIn+f2Fx0KuSSoCFQyDtoZBNSyD6f5VFJYCjk5OLF+1itq1a1OscEGaxl3n50IpnbmF/R6Vn377nT59+lC1UiX8z55lk65TKpG2t4D6mka0lxeHjx9/dAGSKqm+Z3+FREVFidjY2GTbzJw5U6iKIuoritiV0B30eHdJDIh5IAppmsjl5iZOnTr1xPZ+fn7itUKFhAqiFYitj+0jDsQSELUTFkhp3bJlit1LGSE4OFiMHz9elC5ZUpQrVUpUfuMN0aZ1a7Fu3Tq5aIAkpYMHDx6ImTNnip9++klMmjRJnD59Ot2Odfz4cbF+/fpk2xiGIZwcHMRXVj7yW5ewqMiZM2eS3e9HH30kstlr4lKf5LvJO5awLHrSTFHEg0SO5wfiXVUV9ra2Yv/+/aJa5UrivZwpd5OLtxG3K1tiXbhwodB1XfTv31+YQJhAdAKxBcQ5ELtAvA/CUVFE/jx5xIULF9Ls30Am7jT08PnJmjVrxGsFCwpAlDGZxBAQn4LoDcJNUQQg3qlVS1y9ejXR/URGRorhw4cLm4S2JkUROTTtf+3dd3xP1//A8dcdWZJI7L1X1a4Vu/ZqlCottamtQ4fVVululQ4/o6UItdUoYs9SEqL9UjOUxgoSIUuSz+fz/v3xCaVIPp9IRDjPx+M+PCTn3HPOJ/dz3/fce+45oicf3PXr1JH58+c/ckEwNjZWhgwZItnc3cXUNGmraTIQpC9I1eSLjRJFikhAQEBmV1VRHgtnzpyR7t26iZuLi2gg2Q1DzOTzRqP69WXLli3pWt6uXbtkx44dqaaLj48XQAIcDNxHks9t27dvT3G/V65ckbKlS0pRX1OCut8dsOOHIx/UsQfRhvd4rn77Fg9SU9elRtWq8s0334ipa3LBL/XA/WExxNPDXa5evSpDBg8WDWQsyCcgpZLbcXPzxX4B8UrXruk6DkkF7gcQExMjP/zwg1SvUkU83d1F0zTx9faW9u3aybp162T9+vXSsUMHqVC2rOT08hJ3XZfBgwfLkSNHHNr/J598Iq6urvLll1/KF198IdOmTZM///wzg1uVNlFRUeJXs6Zk03X5EOTcPQai/J58FwGQcePGZXaVFSVLO3r0qBTIk0cKmqZ8Cbd6lgkgC0H8dF0MXZeff/45XcrbuHGj7N+/36G0VqtVdF2X7x0M3HuSzwvBwcGp7jssLEwqV3xaAKlXxJCvGyPTWiDDayC5PI1bQXO7A+X+mpx28+bN4uHuJv3yI7YG9w/a/9RC8rgb0rp1a/noo48EkKm37c8K8r/k3nZI8oXDT8llrFu37kH/BLeowJ1GU6ZMkeyenqKB+GuaTEz+A34EUtE0BZCyJUvKvn37JC4uTnLmzClvvfWWU2WEh4eLq6urTJgwIYNakT4sFos0a9xYfAxDglL5otiSPyNApk+fntlVV5QsKT4+XkoUKSJPm6ZcuM93LQmkJ4hpGA4FxPux2WyyfPlyOXr0qFP5GtWvLw0Nw6HA/RZIzuzZJS4uzqF9JyYmytKlS6XJs43Ew91NNE2TfHlyyZtvvikvv/yylDbNux5T3muzgBQwTXnnnXfkxx9/FECGFESu1b07aIc8g5TyNKV4kcJy4cIFeaFDBymn66mWYwOpYhjS7rnn0vLx35MK3Gnw4YcfCiCvcu+F4W0gO0FqGoZ4urvLhAkTHHp+cy8dO3YUPz+/DGhF+lm9erX9itLBq2sbSG+QXD4+j+QzekV51AUEBAggh1P5riWClDFN6fLyy2kqx2KxyIIFCyQsLMzpvIsWLRIg1Yv5CJAchiFvv/12muooInfchu7UqZM0dfAVLQGpZZrSt29fERGZNm2aGIYuXi6G9M+PfFsK+aIEUj+HvSdfvmwZOXXqlMTExIhpGDLJwTKmgui6LlevXk1zG2+nAreT5s2bJ2B/npHaHysW5FldFy8PDwEcvpq83dtvvy2lS5fOgJaknzatWkkNB6+sb27Hk3vd6nm3ojivTs2a0tzB4DQRxMU0JTw83KkyEhISJCAgQC5fvpymOiYkJEi1SpWkkGne9wIjAqSOrktuX1/5559/0lTOf/Xs2VNqmKbD56KyLi4ybNiwW/nDwsLkgw8+kBJFC4ubq4tk9/KUxg0bypIlSyQxMVFE7GMLnOmsbEs+36XXADUVuJ1gtVqlbMmS0p67R4vfb7sK4qvrAkh0dLTTZb755ptSrly5DGiNc65fvy5Tp06V+vXrS+nSpaVUqVLi5+cnH3zwgWiaJjOdCNo3txa6LvXr1MnspilKluPu6upwb+9YctDYunWrw/uPjo6W2bNnp+mcdbvz589LxaeeEg9dl34gu7GPfzkIMhokr2lKLl9f2bt37wOVc7vZs2cLICcc+GxCkj+bX375xakyLl68aM/n4N8gMLmcM2fOpEsb1QQsTtiyZQvHT51iOPdevu1efIG+NhsGsG/fPqfLPHjwIK6urqxYsYKVK1cSHBxMZKSjk+w9OKvVypgxYyhUqBBDhgwhRw5POnRoRceObShYMBcff/wxIkKDNOy7gc3G8Ud0VTNFeVSJCEkWC+4Opr+55EJiYqJD6a9cucLy5cvp0qULXl5eaarjTQUKFOC3PXsYPW4c6/Lnpy72xZgqAZM9PXlp0CD2HTjg8HzijujcuTM5fXz42oG0E4DC+fPj7+/vVBl58uShWKFCrHIw/UqgYN68FCxY0Kly7itdwv8Tolu3bvK0g4Mebt9OJF9tNWrUyKnyTpw4IYDMmjVLROw9/rCwMNm2bZssX7781rZ161b5559/0mUqvdslJSVJhw4dRNd1GTFimPzzzx8icvmObd68qQJIWBp63F+BeGfLlq51VpQnQZECBWSQg9+zmyOn//zzT9m8ebPMmTNHFixYIIcPH75rv2FhYbJgwYJ0P5eI2M8nu3fvltWrV8vWrVsfuDefkokTJwrYHxPc6zOxgXyY/LnMmDEjTWV89tln4q7rcjGVz/8KiKeuy4cffphu7cuygfvQoUMyYsQIeeWVV+Sll16SIUOGyKZNm5x+Vy48PFxCQkIkKChIQkNDU8z/bIMG0iUNAUpAPDRNDMOQ8+fPO1y3YcOGSc6cOVN9Nh4ZGSnBwcGyYsWKW8F87dq1cuTIkQca/DVkyGAxTVNWrZon/w3YN7ddu9YIIPvT8Jm8C1I4X740109RnlRjxowRb8OQaAe+Z211XQrnzy9FihQUuPM942efbShr164VEfvrZStXrnyk1z1wlM1mk5EjRwogtQ1D5iR3oI6DzACpljyvxMcff5zmMi5duiR5c+aU2oYhkff57KNA6uu65PL1dercn5osF7g3btwojerXF0DymKY0MgxpoutS6rZXsKZMmZLiwWe1WiUwMFD8n2srWvJkBTe3CuXLyf/93//dc1GM+n5+0j2NgTu7YYi3t7fUrFlToqKiUm3nzUFwn376aZo+p/j4eDl8+LCsWbPmVjBfuXKl7Nu3z6GRjX///bdomiYTJ34k9wvaIpclNvaM5MjuJe84+XlYQIqZpvTq1StN7VOUJ9mZM2fE0HUZQsrjbVZhnwDEMHTp06eM7N37nMTHd5dr116RBQsaSd26+QWQ4cOHy8aNGzO7Welu9erV0qJp0zvO8ZqmyXNt2qRLe4ODgyWnj48UTX6X/mLy3+MSyNcgxQ1DfL29Zffu3enQmn9lqcA9bdo00TVN6ui6LMQ+0cDttz52gHRODsS9eva85+2ey5cvS12/2gJI1dymTKuDBD2HhLRDVjVFXiiuiaFrktPX564Zgto//7w0cOI1g5tbRPIBM3bsWPHx8ZFKlSrJ9u3b73lxERISIh07dhRAGjZsmK4TrlgsFjlz5oxs2bLljlvt27dvl7Nnz94xE9vIkSPFxye7xMSclpQCt8hlGT58kOQ0DIlz4jO5efsuKCgo3dqnKE+KhIQE6devn/1cx92PqmJBvgNxATF1TbZubSUive/abLZeMmJEJQHnB2hlJX///bds2bLl1mPF9HTixAnp3q2buCZ3HrXkc5uLaUrXLl0cnnDLGVlmkZHFixfz0ksvMQz4hpQXEv8Z6KFpDBkyhO++//7Wz69evUr9un5cCTvFgvoWGheAe81nfzYWuv+m8/sVgw0bN9GwYUMAAgIC6NmzJ8eBMk7UfSIw0jQ5e+4cly9fplOnThw5coQKFSrQrVs38uXLx/79+1m1YgVh587dlb9u7doMGjqUzp074+rq6kTJjomMjCQ0NJTz588DICL06dOHHj068e23n6aa/8SJkzz1VB2G2YRvHCjvKlDXMPCuXJmgkNTW1VEU5XYRERH4t2nD70FBlNM0zoiQBLQESgDXsA+GitE0RITp0+vQv//9F7EWEVq23EhERB727Qt5ZFcafNRduXKFTZs2ce3aNbJnz07Tpk3JmzdvhpSVJQJ3QkIChQsUoHFUFItEHBrR/R3wOvZlJatUqQJA+3b+7NwUyK5WVp7yTaVMK7TZpHMg1ovQU3+TM2dO4uLiKJQvH71jYpjoQB0SgV+AwZpGnjJl6NSpE7Vr16ZevXpMmzaN/fv3ExgYSHx8PACVsS9/9wL20ehxwAZgiq6zyWajSaNG/LJyJT4+Pg6UnnbR0dFkz56dBQt+4OWXOziU5//+byZDh47kLeAL7r8y2gXgOcPgtJcXvwcFUbZs2XSqtaI8/uLj42ncsCEnDxxgpdVKXSAamAcsASKAJOCkppGnQAFuJFzl7NkXcXc3U9zv2rVhtG27id9//x0/P78Mb4fyYLLE62BLly7lytWrfORg0AYYBBQ0TaZOnQrYl6Fb+etqJlRPPWgDuBkwv6GNmJhovv/+e1asWEFgYCBdunfne01jUwp5o4D3gaJAF8BdBOPUKWZ/+SXt2rWjfJkyWCwWAgICeLFjR1w0jTnAH0BfIAf21808gQ7ARpuNbUDIb7/RtlWrW4E+oyQkJADg5uZ4737IkL58++0nTASKYw/e4djvGdmAEOBVoJSuE547N1u2b1dBW1GcNG/ePIL27WNtctAG8MZ+vtsC/AkcBn4V4dz581Ss6JNq0AZo2bIQ7u4mQUFBGVZ3Jf1kicA9dfJkmuo65ZzI4wL0t1iYN2cO169fZ9q0aeT0MHi5hOP7yOcBnYoJM36YRqtWrejYsSPffvstzZo3x1/XWYA9KN3uH6Au9tv5LwKHgPPAYYuFs0lJBAFtIiP5dNw4qlaqxNx585gjQg9Sfje8EbDOaiUkKIjx48c73og0uNmjv3Ah3Kl8r73Wn48+HsVZYKyLC/kBN03DBKoD6/LnZ/S4cRw4ePDWXRBFURwjIkz57jue0zRqppK2BVATOHXiukP7Ngwdd3eTGzduPGg1lYcgS9wq9/LwYNyNG7zlZL5goBYQEhJCx/btaOt5lu+dvAu05Tw0XQ8HDhygatWqgH1B9549erB4yRJKmyaDLBYaY781/hL2XuYGSPFCYx/2Z1ICnAWyOVif4cBcX1/CLlzA3d3RKRic17x5c2Jjr7F791qn8rVt24Xw8KusW7eOjRs3EhkZiaurK0WLFqVp06aYZupX/4qi3O2ff/6hWLFiLMP+OC0104GBQGxsd7JlS/l7d/FiHAULLuann36iV69eD15ZJUM98j1uESH2xg2805D3Zp7AwEAuhl+iRBomASqevJMrV67c+pm7uzsLFy3it99+o1anTow0TZ4B/IBIYBMpB22AGtiDexw4NKDrpoHAlagoli5d6kQu5w0ePJjffw/mwIH/OZzn1KnTBAZuZtCgQeTOnZsuXbowZMgQXn31VVq2bKmCtqI8gGvXrgHg6NxbhZL/PXDgSorpAGbMOI67uxvt27dPU92Uh+uRD9yapuGdLRtRach7Nfnftm3b4urqijUN9xasyffCDePO4VaaplGvXj1+nj+fCxcvsmPHDrzc3RmG4yPOqwNdsV8ZWx3MUxaoaRhs2LDBwRxp4+/vT7FixRg48B3i4uJSTZ+YmMirrw4nZ86cdOnSJUPrpihPopvTj6Yehu0uJ//76acHsVr/+1DvX6dPRzNp0lEqV65M88aNKVawIE+VLEmf3r3TNE2zkvEe+cANULt2bVYY9xunfH8rAF9vb8qUKUOhggU5eDW1HHc7FGX/t1ChQvdNkytXLo4cOUJcQgL9ndz/EOzPxdc4kSef1UpUVJSTJTnHNE2WLVvGX38do3nzTvz4YwAd2vegbq0W1Kvdko4v9GLp0lUkJSVx7dp12rfvwc6de+jfv79DgV5RFOcUK1aMsiVL8rODr2v9rOsUKViQdevO8dJL2zl3LvaO34sIO3Zc5JlnfuVaZDwHgoIp+eefdL9wgVZ//82WefOoWbMmbVq25Pp1x56VKw9Hlrh3OXjYMF7YupUDQDUH89wAZhoGvfv1I1u2bPTo3YcP3xvNpBs2cjnxaHjacZ3aNZ9JdQR0UFAQ1QyDYhaL4zvH3usuDOwF2jmY54aukyMDn2/fVK1aNXr06MGMadPYvTuI2sDNt0GPGjqdlq/B292dBJsNV1dX1q5dS+PGjVm5ciXlypWjQoUKGV5HRXlS6LrOoGHDeHf4cI5jv/t2P0HAZpuNyaNHU7hwYV55pStFiy6hSZMC1KiRC4C1ay/wv//Z++99gM9EuP2t468tFpYD/TZvpnWLFmzauhUPD4+MaZzilCzR4/b39ydf7tz00zR+xX5QphYePwcirFYGDhwIQKNGjbCKxnQnFqP66ypsOGtj8NBhqaaNjo7G13b/21Ep8QUcvZ6NB0I0jdKlS6epLEdZrVZ6dOvG1KlT6SPCQWAPMDt522O18Sfw0o0bJCYm0qZ1a5o0aYJhGLzwwgtcvXqVLVu2ZGgdFeVJ06dPH0qVKkVL0+T4fdIcAPx1nRpVq1KzZk1+XbUKW5IFm03YtOk8X31+kMnfn8TTszQuhsGrwAzgv1OFGNjfjNlgtbI/OJhJkyZlYMsUZzzSgfvGjRvMnTuXBnXrEn7lCiEitANqY39X+CPsE3rcToCvgXHARx99hLe3NwsXLsQwDAYNGcLYPzQCz6Ze9sU4aL/NpGzpknTu3DnV9J6ensToafs4YwBHx80tBiKtVvr27Zumshz19ttvs2DhQhYC04CK90hTGfgRmAssWbKEUaNG3fpd/fr1KVasGIsWLSIpKSlD66ooT4rs2bOzfvNm3IsXp6Km0VXTWIv9DZpVQAdNowZQuFIlXu7WjTp+fmwICGB0YiLbge3Yz5u5EhL5/fc96DYbn5Pyq6i1gFdsNqZNnozV6uhoHCVDpfskqunk9OnTUuGpcgJIc09dluVF/i6MhBVBdhVAXvVGsmlINpDVyfOWLwRpkLzqyxtvvCGLFi2SzZs335qzPCkpSfzbthVT1+SrGsi1VxDpfedm7YWsaYYU9zGlQL48cvLkSYfqO2nSJHHRtFSXePvvdjh5XtsFDqSNB6lsGNKqefOM/OglNDRUNE2Tr5xoxycguqbdNQ9wVFSUzJkzRyIjIzO0zoryJLl27ZpMnDhRShcvfscCGiWKFJEpU6bcWqRoMEjSPb6vFpA8IN0c/H7vTd7/1q1bM7vpijyii4ycO3dOihYqKCXcTfmzECIl7r1dLYr4e9gndc+m6wJIg7p1ZfTo0bJ69WpJSEi4a9+JiYkyeNAgMQxdvFwNGVAOmVYHmVkP+bAqUsLHPlF87ZrV5cyZMw7XOTIyUjzc3OQTJwP3MBA3kPOppLsB8oKmibura4YvzPHOO+9IDsOQWCfacR3E2zDkvffeu2t/FotFFi9eLEePHs3QeitKejpy5Ihs3rxZdu7cKREREZldnXuyWq1y4sQJmTJliixfvlxsNptYrVYpUaSItCPllcNygXzqxPcbkAULFmR2kxV5RAN344YNpZCbKWFF7h+0b26W4oh/NsTNNGXChAmybNmyey7J+V9nz56VsWPHSrHChURPDvo+3l7So3t32bNnT5rWpO3Tu7fkN81Ug/DN7TiIt66Lh7u7lDYMCUjuVf/3yng1iJ+ui5uLi6xcuTItH6nDkpKSJJePjwx38gJEQIaA5MuV645Vxm63bds22bZtW4bW/3Y2m02CgoJk1qxZMnnyZAkICJATJ048tPKVrMdiscjMmTOlepUqd/Rk3V1dpVevXum6Wl96sFgssmjRIgkNDb31s7Vr1woge1L5vhYEec/B7/bF5M9h+fLlmddY5ZZHLnD/+eefAsjivKkH7ZtbRFHEXddkzJgxaSrTarVKUlLSA9c9LCxMCubNK5UNI9XgHQpS0jSlXKlSEhwcLM2bNBFAcpum9AR5A6QfSPHkpeKeqVxZfvvttweuY2ouXLgggKxMQ+BekvzlTum2+NGjR2XJkiX3XHI1vdy4cUNmzpwpz1SufOvE63LbuustmzWTlStXpuniTHl83bhxQ9q3aycaSBtdl5UgJ0AOgnyGff14NxcXWbZs2X33kZiYKJcuXZJr165l+PEVExMjs2fPlitXrtzx82HDhklp00yxty0g7UEqk3Kv/OY2HfujMGfuQioZ55EL3AMHDpQCrqYkFnc8cEsJpJcXUqxQoQwNCI44ePCgFMybV/KbpnySfKV6+xfgDMgYkByGIWVKlJC///77Vt5jx47JG2+8IbWrV5enSpaUGlWqSK9evWTv3r0PLcicOnVKANmYhsC9Ojkwnjt3LsUyIiIiZM6cORIVFZXu9b9y5YrU8/O7dfJdw7/rtkeDzAaplTwOolfPnpKYmJjudVCypt69eomrrsuv9zm+b4B01jRxMU3ZtWvXHXn37t0rPXv0EDdXl1sXiGVLlpRJkyZlyPiOCxcuSEBAgMTHx9/1u169ekkd00z1+7o+uZ5bUkmXBFLJMKTdc8+lezuUtHnkAnehfHnlbR/ngraUQLbmtx+EBw4cyOwmSFhYmPTp3VvcXV3FRdPEzzSluaZJTdMUXdPEO1s2GTJkyF1Xyo+CiIgIAWR+GgL3rOQTQUxMTKrlJCYmysKFC++4xfegYmJipEa1apLbMGR3KnWdl9wL796tm+p5K3L8+HEBZGoqx00CSBXDkFYtWoiI/XHMiBEjBJDibqZ84ossz4PMz4287KWJi65JwXx55Y8//nCoHmFhYbJhwwZZu3at/PXXX/dM89dff8ny5cvv+0jq9ddfl+IO9LitILVA8oIcTSFo9wYxdP2h3PFTHJPhgfvUqVMyYsQIqVm1qpQpVkwqly8vL3bsKBs2bLjngefh5ibf5HQ+cIcWtgeNzZs3Z3STHBYRESGTJk2SXr16yYsvvii9e/eWqVOnSnR0dGZX7b5sNptUqVBB2mma04G7pa5LrWeecaq8TZs2pdsJYfjw4eJpGBLiYH0XJF9ozJ07N13KV7Ku4cOHSy7DuGuMSUoXqKGhoTJ27FgBZEIOxFIMkeJ3bmGFkWc8DMmTM0eKb6hs27ZN2vk/J7r+7yMdQGrVfEYCAgJuXVzu3Lkz1XEimzZtEkC2O9CWNSAG9rE2b4EcSw7o17HfnXrGMMTQdfUdecRkWOA+d+6cPNemjWiaJj6GIT1A3sb+ekLF5Oe2ZUqUuGuwVXZPT/kqDYH7cCH7gb5z586MatITY/r06aJrmpx2ImifSD7RzJ492+nyDh06JMuWLXugxxwxMTHi4+UlI5y82Giu6+JXs2aay1UeD1UrVJA+Dh4zccnH+oQJE8TQdXnf5+6Afft2uQhS2M2Unj163LPs7777TjRNk8plDZn+HnJqNRK2DlkxEWlZ1z5wtkf3brJs2TI5ePBgqm2x2WxSrlQpaa5pYkmhHVaQ5zRNihYqJG+++abkzJ79jouGm+NBtm/fnt4ft/KAMiRwnzhxQooUKCCFTFN+BIn5zwFjA9kJ0lrTRNM0mT59+q28lcqXl5e9NKcD97w89gPt9OnTGdGkJ0p0dLT4eHmJfypf/Ntvp7XSdcnl6ytxcXFpKvPy5csSEBCQ5rsRM2bMEA3klJOBe3nyCSokJERE7O+dT58+Xd5991157bXXZOzYsbJ7926nb6fHxMTIDz/8IB06dJBnGzSQls2by8CBAyU4ODhN7VMyVtkSJZx6k8JN16V169biaeoSVTTlwC3Fkc9zIG4uLnc9Hlu6dKkAMrwbYt2PyIG7t/mfIrqODBwwwOH2rFmzRnRNk1c0TeLuUf94kD4gmqbdGikeFxcnK1eulB9//FHmzZun3sB4hKV74L569aqULl5cypqmnE3l4Ldif4VI0zT59ddfRUTkyy+/tE9kUtS5wF0vmyFNGjVK7+Y8sdasWSOGrktnTUvx9mEs9vfLTcOQjRs3PlCZCQkJ8vPPP9/34is4OFhe7ddP6tWrLdWqVZRnn20gH3zwgYSFhcnLL78sdQ3D6dv7SSBehiGjRo2SAQMGiKeHuxiaJiU9XOTpbC6Sy9V+d6hqpYoyc+bM+z5XvCkuLk7efPNNye7pKbqmybO6Ll1BOoIUTb7TVLNaNVm/fv0DfVZK+vKrUUNedPCYuflqVN5cuaS7Z+pBW4ojF4vY88yfP/9WmTabTSo8XU5a19PEFnLvoH1zGz8IcXU15dKlSw63aeHCheLq4iI5DEPeAlmB/W2Rd0FyGYaYhiEBAQEZ8XEqGSzdA/eXX34prrouJx38ElhBmmualC9TRn755ReZO3eueLi5yhgnBqj9XsD+pVi6dGl6N+eJtmzZMnF3dZX8pinvg4Td9nc7AzIaJK9pioebW7q9X26z2WTdunWyZ8+eWz/bsWOH1KxZTQApWtiUHp2Rgb2QTu0QLy9DDEOXfHnzSnsng/bNrUhyG/K7mjLWFzl72/wB1uJIYD7E39N+y7Jrly73HYkeFRUldWrVEg9dl1Fw16MGC8ivIA11XXRNk5kzZ6bLZ6Y8uAkTJoirrku4A8fLxyAebm5SrFAhGZHdscBtK4boGjJlypRbZW7fvl0A2TQt5aAtB5ArWxE3V10+//xzp9oVGhoqb7/9tuT08bl1+9vX21vefPNNOXbsWHp/jMpDkq6B++aMPd2dPHFuTD6gNm3aJCIiY8aMEQ1kYZ7Ug3ZoYaSAqynVq1ZRr/ZkgCNHjsjgwYPFy8NDAHHXdXFLnrDGO1s2GTp0aIacAP744w9ZsWKFLFmyRFxdTfGrocuqeYjlIiKX/92u/41M+RJxd9OkRRoDd06QYi6aRKRyl2dxXsRF16RXz5533TpPSkqSps8+K76GIXtTKc8CMgD7e7EZPaGO4pgrV66Iu6urDE3lb3ceJL9pSp/evaXy0+Wlr5djgTsyucf9xhtvyIoVK2TFihXStWtXyZFdT7W3fXNrUx9p3bpVmtqXlJQk4eHhcvHiRXWefAyka+C+OZoxtVdx7tXrLmua0iN58IbVapVuXbuKBjLSBzl3jxnU4oohs3IjeVwNKVuqpFy4cCE9m6L8x/Xr12XBggXyzTffyLfffisLFy7M8NHxq1atEhfTkM7Pa5Jw7s6A/d9tUG/EB+75PC+l7WjyReOs3KlfJEoJJCC3PX1gYOAddV2yZIkAstmJY761pknJokVTvf2uPBzff/+9gP1W8r2OoyMg5Q1DCubNK2FhYfapgV0MiXXgGff3Oe2vVN0+x8GoUaOkeCEXh4K2HEC6tEIaNayfiZ+Q8qhI18A9bdo00ZJPSs72enqA1Ktd+9a+rFarvP/+++Lp4S6mrklHL00+zoF8kQMZ4o3kdLFPouHftu0j+T608uAaNqwnNarqqQZtuYwc32MPqHOcPO5eB/HRkBvFHQvctuJIVQ9T/Nu2vaOujRs2lPpOPmPfxb0vApTM8/XXX4umaZLDMORNkBkgk0FaJN9lKlm06K05928uxjMpR8pBO6YoUsbdkBc7dryrLA93XWJ2Oxa4/Srr0vE/+1CeTOm6rOeNGzdw0/U0rRXqDtyIj7/1f13XGT9+POcuXGTSt9/xd8lKfEsOPrN4sS5nUXq/9gYnTpxg1erV5MqVK93aoDwaDh06xI4du3hniA1X19TTlykFLRrCVxrccLCMc8BMoH92cEtpXcPbaBoMzmZh9dq1nDlzBoDjx4+zdccOBju55GEdoIphMH3qVKfyKRln+PDhnDhxgr5vvsnPOXPSD3jDMIiqWpXZs2dz6OhRypUrB0CpUqUYPGgQb0dpzI+59/6u26D9FZ0LuisfjB17x+9eeOEFbiQICwJTr9ehUNjzP5tDSwwrjz9NRCS9dhYQEEDPnj2JAnyczPs8ENu4MZu2bEmv6ihZ2Ouvv87iRVM4E2JxKHADBB+ABm2glQUWAW4ppL0ENAH+0eB4YchvOl63y1bI+w8sXbqUjh07snLlStq3b89FIJ/juwHgLWBNiRIcPXXKyZzKw2C1WtF1HU2795WdxWKhb58+BMydS+1sBgM8rFRwhTgbrIqHWfEG4ubBil9/5dlnn70rv/9zbTl6cD1Bc63kyH7vOths0OEtjaCjuThz5hyujn4hlMdWuva4mzRpgqHr/OxkvivAOl2nZevW6VkdJQs7fvwYftUdD9oANavBktnwK1BP01gBWP6TJhaYAdTUdU5oGi96Ohe0AXIkf2u2b9/OypUr2bFjBwCezu0GgGxAbFxcGnIqD4NhGPcN2gCmaTJ7zhyWL19O9jqN6BMBtS9A43AI0H3o/+Zb/Hno0D2DNsDXEycRGeNFs4EGof/c/fvIa9D9PY3VO2DatBkqaCsAOHnKSlnhwoV5vl07pqxezSCLBQfvPvIToBkGvXv3Ts/qKFlYfHwsOdLwBMS/JXhn1znvlosOly9TxDBoYrXiBUQAgYbBdZuN1i1a4Bkailt4qNNlRNvs/zZo0IDnn38eFxcXJk6cyBXAy8l9RQA+Ps7en1IeJZqm0b59e9q3b094eDgXL17E3d2dYsWK4e7unmLesmXLsn79Jlq1bEbZ9tdoWVenhZ8N04D9R2DRBh00k4UL5/H8888/pBYpj7p07XEDDH3tNf6yWJjgYPojwOeGQZeuXcmdO3d6V0fJonx9c3HpiqOXfv9KTIS4eGH0Bx+wf/9+WvXuzYlatdhZvjzn6tRh4Ntvc+rUKdYEBlKrbl3WJ5nYnHxYFJg8FKNy5coA1KpVCzcXF5Y4W1dguWnSqFkzJ3Mqj6p8+fJRpUoVypUrl2rQvunMmTP8dfgYP/00i8jEqrw/zZ13vnVh95HijP3wE86cCaNTp04ZXHMlK0nXZ9w3jRkzhk8//ZTPgXe4/9XBfsDfNMlZqhS/7dmDr69veldFyaK+//57hg9/nTMHhIL5Hc+3cDl06Q+HDx+mfPnyKabdu3cvfn5+rM0HrbM5Xkb9cAP3Wg3YtHXrrZ/16N6d3xYuJNRicfhqeDHwEnDw4EEqVqzoeAWUx0ZISAiGYVClSpXMroqShaR7jxvg448/5v3332ckUM40mQicx/68MRpYA7TRdWoChSpVYvP27SpoK3fo0aMHrq5uzJjnXL4pPxk8+2yDVIM22HvKz1SpzLjrOgkOXr4GxsGuOCuDhw274+dDhg7lb4uFrx2sZwTwnmHQsF49FbSfUFevXuXMmTMqaCtOy5DArWka48ePZ9euXdTq1ImRpkkhwAXIDjwHXKpUiZk//cSOXbvIl8/ZsbjK487Hx4cePXoxcarB4WOO5QlYBDv3WBky5DWH0muaxvdTpvKHxeDlyxrxtpTTb4uHzhEGbVu3vut5Y+3atRk1ahTvAt+kUu5FoKVhcDV7dmbOnu1QXZXHi4iwevVq/P39M7sqShaUIbfK/+vSpUv89ttvXLt2DQ8PD8qWLcszzzyT0cUqWVxISAht2rQiOvoK7VoKFZ+Cl9pD6ZJ3p529AF4drtGkSTM+/fQzqlev7nA5q1evpvOLL1JCs/C6p5WuXuB12yXtnwkwNRp+itVo9OyzLF+5Ci+vu4eh2Ww2Ro4cyVdffUUNw2Cw1cpL2EeOg308x1RgjmHglSsXa9avp2rVqo5/IMpjY8OGDVSoUIFChQpldlWUrCgTJ39RlHvauHGjtGjWTADJbhhSXtOkHIiXZp9prEVDZNMyJPpv5KdvkRpV7bPovdqvnyQlJcm+fftkzZo1Ti3FuX//fvFv21Y0TZPspiH1PQ1plk2Xih72Fb0K5ssr48ePl4SEhFT3FRgYKK1bthRN08TUNMltmuJt2OuYN2dOGT16tJw/f/5BPiIlCzt16pRs3bo1s6uhZGEPpcetKI6aNGkSw4cPp6ZhMMxqpRP2WfUA4oElwCTgj+SfaZpGq1YtGDx4KG3btr31zu358+fZunUrL7zwAh4eHvcsKzExkf379xMZGYmrqyvFixfHxcWF2bNnc+rUKW7cuIGvry8tW7akXbt2uLi4ONWWkydPsmHDBiIjI3F3d6dEiRK0bdsWN7eUpoZRHmcJCQksXbqUrl27pvh+uKKkRAVu5ZExY8YMXn31Vd4FPuP+AzBswAhgAjBy5Eg+++yze6aLj49n2bJlNGnShIIFC976eVhYGD/88AM/TptK+JWIO/LUr1OHwcOG0bFjRzXZhZLulixZQqtWrfD29s7sqihZmArcyiMhIiKCwgUL0j0xkemQ6uQ9AvQDfnZx4UJ4ODly5Lh3OhECAwPJly8f1atXZ/HixfTo3g1Xm40eHlZ6eEMhAxIF9iXC1FiDrbFWnqlSmdWB6yhQoEA6t1R5UgUHB+Ph4aHeIlAemArcyiPh66+/ZvS77xJms5HXwTwXgaKaxpcTJ/LGG2+kmDYkJIRFixbx5Zdf0tVLY1ouwfs+Xfp9CdA+wiRboSLs3hukJgZSHHby5EnWr19PdHQ0Pj4+tGnThqJFixIZGcmOHTto3759ZldReQyowK1kOpvNRtmSJfE7cwYnX9vmZSCkRAmOnTyZ4jPD06dPU65MGV50tzA3N+ipdOlPJkGdSwZ1W7ZhxapVTtZKedLs37+f98aMZt36DZiGhre7wfV4KwK0bdOWOnXr8u6772IYRmZXVXkMqMCtZLrIyEhy5crFIsDZRQsXAl2AqKioFOf8HjVqFFO//opzBa14Ojh7wU/R0C9CIzQ0lJIl7/EOmqIAGzdu5Pl2/pTKaeGthlZeqgoerhCTAPNDYMJ2nQuxbqxbv5F69epldnWVx0CGTMCiKM6Ijo4GwDcNeW/muX79+n3TJCQkMPOH6fT0cDxoA7zsCT6mzvTp09NQM+VJcPr0aV7o8DzPlkgi6DUrvWrZgzaAlxv0rwMhb9qoXiCBdv5tCQ8Pz9wKK48FFbiVTHdzMpPoNOS9Ga5TGqUbFBTE5cir9HRy6a5sOnR2t7Lql2VpqJnyJJgyZQouJLKou+1WwP4vLzdY2sNGfGw0M2bMeLgVVB5LKnArmS5HjhwULViQNWnIuwbIlysX2bNnv2+ayMhIAAqnYRHbwsa/+RUlNjaW8PBw4uPjSUhI4KeZP9C7hhXvVBYCy+0FXavZmD71/7BarQ+nsspjSwVuJdPpus7AoUNZoOs4EyKvAAs1jVLlyjFhwgS++OILZs+efVegvTlxSlIaRnMkgXqf+wmXkJDAzz//TD0/P7y8vMifPz/ZsmWjRbNmREReo2U5x/bTpjyEnbvA1atXM7bCymMvDX0QRUl/ffv2ZewHH/CRzcYkB9Ifxj6QzSrC7t27ORy8F4BrSVbcXF3p0rUrr7/xBlWqVKFYsWIA7E+AQk4e8fuTdIqWK+ZcJuWxcenSJdq2asW+Awdoquv8BOQCzgKzfv8dgA/XQ70S4JnKhHhuycdeYmJiRlZZeQKoHrfySMibNy9ffvUV3wCfYp9g5X6WAVWBKzqM9YXzReBqYStXC1u5WBQ+8Exk84J51KxRg/nz51OhQgVqVKvKtFjnDve/kyAw1kafV/unsVVKVhYbG0vr5s05e/AgQcAmm43eQDtgMBBstbIa+PMMvBwAtlRWl/vfeXBzdSFnzpwZXnfl8aZeB1MeKePGjePDDz+kqa4zzGajLf/eFrIA44FPgBeywdw84H6fWJwo0D8CAmI0li1bRlRUFH379OF/haCig3e+X4+AOTYvzoeHky1btls/t9lsbNy4kd27d3P9+nU8PT2pWLEiHTp0UPOQP0YmT57MG6+9xn4RUlox+1fswXztq9D6PsvAW21Q+nOTRm27Mnv2nAyorfIkUYFbeeQsX76cLz75hL3795PfNCmVfIiGAlesVlp4wKp8YKYyiYpN4OUrGoE2D0JPnaJJo4bEnT7FjrwWiqRyy3xmNPS7AiNGjODzzz8H7M86J0+ezNTvv+fkmTPkM01yahoxQFhSEnly5KDvgAG89dZbara1LE5EqFCuHBVCQ1mSyilSgGoaFHkKfn313mk+3wyj1sDevXupVatW+ldYeaKowK08svbv38/ChQsJDw9H0zQuX75MYGAgoYWhlIMLdZ2zQLGzGt9+/z3+/v40rFeXpMvhfJXdQkdPcPtP8P/HApOuwTfXYcCAAXTs2BEPDw8qVapEe39/du3aRWebjcFAHf6dU/0oMA2YZRjkLVKEdZs2UapUqXT7LJSH68SJE5QtW5bVQFsH0n8HvAFc+BDy3faCw+UY+HILTNgG77//PuPHj8+A2ipPGhW4lSyjVvVnyHXsTwLzpvIw8T9evKxxpFAZDh05Snh4OD27dWPD5s3kcTV52d3y7yIjFo3VseCZzYPR773PiBEj0DSNP/74g+6vvMLZY8f41WqlfgplnQJaGQaWggX5PTiYfPnyPVCblcyxb98+atasSQhQzYH0y4AXATcXDf+nhTyecCEa1h7R0Q2TD8eN591331VLeSrpQg1OU7KE+Ph4gkMO0NnDuaAN0NlDOHzsOBEREeTPn5/1mzZx+PBhugwczBrfInxh9eb/jJxcKFuVKVOncv5iOCNHjrx1kt25cydHjhxhVSpBG6AksNFqJebCBUaNHOl8Q5VHws1JgS47mP5mujHvj+OiVx12Rz9NpG89Pv38S86eO3/rIlBR0oPqcStZwsWLFylQoACr8oF/ttTT325LPDS9CKGhoU7fvhYRni5blkonT7LYia/KJ8Anbm6cu3DhvkuOKo8uq9VKmRIlaBAWhiNDyeobBm7167N527aMrpqiqB63kjXcHNUd63yHmzi5cx/O2LZtG0dDQxns5PVtX8CSmMjs2bOdLlPJfIZhMHDoUBbpOidTSbsT2GW1MnjYsIdRNUVRgVvJGry9vSmUPx9bbzifd0s85PL1SdNI7z179uBrGDRyMl9+oK6msXfvXqfLVB4N/fv3p2ixYrQ0zfsG7yCgg2FQz8+Pdu3aPczqKU8wFbiVLEHTNPoPGsy8OJ1rTvS642wwK96gb/8Bt6Y+dUZ0dDS+uk5ank7msNm4fu1aGnIqjwJfX1/Wb96MXqQIT+s6rwBrsQfrX4DnNA0/oGz16qxasyZNx5eipIUK3EqW0a9fPxLR+NqJWDj5Olyz2BgwYECayvT09CQmjcNAonUdrxRWLVMefSVKlCAoJITPvvqKoOLFaQvUBjoCp8uW5Ycff2TL9u1qNjTloVKBW8kyChYsyOgxY/goCn68//Lbt/wcAyOvwvDhwylZsmSayqxSpQpXLBaCncwXBexOzq9kbb6+vgwfPpxjJ08SGhrKli1bmDVrFgePHKFfv364u6eyNJiipDM1qlzJUkSEoUOGMGXqVF7xgteyQ01XuP1Nm5AEe097Vgz06tmTmT/9hK6n7RrVarVSsmhRmp4/z09O5PsWeNswCDt7lvz586epbCXzREVFERAQwB9//IHFYqFw4cL06NGDcuXKMW/ePLp27YphGJldTeUJpQK3kuWICNOmTePLTz/l9NmzVPEweEq3ogHHrDoHbtgonD8/b40Yweuvv/7A789+9tlnjH/vPYJtNio6kD4CqG6a1O7QgUWLFz9Q2crDlZiYyIh332X69GkkJSbyTG4DF104ek0jIt5CtSqVmTJtOn5+fpldVeUJpgK3kmVZrVbWrVvH/PnzuXj+HGITkmw2hg8fjr+/P6aZPqvWRkdH06BOHSKOHWODxcJ91pEA7GuEtzUMTmXPzp7gYDXtaRZisVjo8PzzrF8fyJgKwoCykN/D/rsEKyz7B8b8qXPDIye7ft+b5scvivKgVOBWHivBwcEUKFCAwoULp+t+z58/T4smTQgLDWWQ1coAoMRtv48AZgHfmSY3vL0J3LiR6tWrp2sdlIw1fvx4Phr3IasbCy0L3jvNpXiov8nEs8hThPz5PzUbmpIpVOBWHisnT55k6tSp5M2bF8MwKFSoEP7+/nh6ej7wvqOiohg3bhyzZszgekwM1U2TnFYrsbrOPhFE1+n80kuMGz9e9cYeETabjc2bNzPjxx8JPXoUgDLly9N/wAAaN258K/AmJiZStHBBOuaI4P9qp7zPzReg2SbYvn07DRs2zOgmKMpdVOBWHgtBQUF8+803LFmyBIvFgo9hYAWirVZ8vLzo2acPr732Wrrcuo6NjWXBggXs3r2ba9eu4eXlRYUKFejduzd58uR58MYo6eLYsWO80K4dh48fp6JpUs9iAWCnaXLYYqFS+fL8smoVpUuX5pdffqFjx44c8ocKvinvVwTKrzGp2eYl5s6bl/ENUZT/UIFbyfKmTZvGkMGDKWkYDLJY6AXcfKv2NPADMMM0SXBz45eVK2natGlmVVV5SE6ePEmdmjXJHR3NdIuF+vy7BKsA24EBpsk1Hx/27NvH4sWL+WzsaK52sjq0/7674a8c1dkTvC+DWqAo96fe41aytFmzZjFo0CCGinDUYmE4/wZtgOLAp8BJi4W68fE816YNe/bsyZS6Kg9P31698Ll+nR0WCw3gjpnvNOBZYKfFgue1a7zap0+aylDPt5XMogK3kmWdP3+eAf378yrwDZDSW7XewHKbjRpWK106dcJqdaxnpWQ9hw4dYvtvv/GJ1UpKs9PnBcZZLGzaupVLly4RdcPKoaup798m8FuESemy5dKryoriFBW4lSxrxowZuNhsfAUOzSXuDkyyWjl99iyBgYEZXDsls8ydO5e8pkl7B9K+COTQdeLj48mfNzdTjqeeZ8tFOB5loX8ap9FVlAelAreSJVksFn6YMoVXbDZ8nMhXA6hhGEyZPDmjqqZksnPnzvGUCK4OpHUHyuk6cXFxDBn2Oj+GagSeu3/68HgYFGxSrUol6tevn15VVhSnqMCtZEknT57kXHg4ndOQ9yWrlW3btqV3lZRHhIuLCwlOPH9OBFxdXRk5ciStW7fh+e0aY/+EC3H/prlhhXmnwG+DSax7DpYtX6mecSuZRgVuJUu6lrxcZlpevsoNxCckkJSUlK51Uh4N1apVY7/VysUU0hwD3gFaACEWC6GhoRw/fpwFixbRvGVrvj7hTtHlGjXXm9Rdr1NouUH3XVCmZkN+3xtMiRIlUti7omQs9TqYkiUdOnSISpUqsRuo42TeKcDrhkFiUpLqNT2GoqKiKJg/P+8mJPDhf353CegFBGK/gKuV/PN9hsElq5UqFSuy5JdfyJs3L/PmzSMkJIRDhw5RtmxZOnfuTJs2bdTiIkqmUz1uJUsqWrQoHm5ubE1D3q2axlNlyqig/Zjy9fVl4ODBfKJp3D4E8QrQAAgB5gJngTXJW5jVynzg0pEjtGrWjIsXL3L9+nU2rVtHUFAQ8+bNo127dpQuXpwvvviCqKioh90sRblF9biVLKtvnz5snDuXvy2WFF8Fu915oKim8c133zF06NCMrJ6SiZKSknjxhRdYs2YNfUQYAnwE7MS+Tvr95s87DdQ1DKJdXbEkJNDFZqM7kA+4CAQAC3WdEiVLsmHLFooUKfIQWqMod1KBW8my9u/fT40aNZgJODqFxjBglrs75y5exMfHmfHoSlZjsVj46quv+L9vv+VceDga9sckA1PJNwv78bQZaHKP358AmpsmniVLsnf/fry8vNK34oqSCnWrXMmyqlevTo/u3Rmk66xxIP0EYDLw8WefqaD9BDBNk1GjRnH67FleeeUVPDWNVxzI9xLgC/d9DFMGCLRYOHriBD///HN6VVdRHKYCt5Kl/ThjBq3btuV5TWMYcOQ/vxfgN+wTbbwDjB49mtdff/1hV1PJRKZp4u7uztOGgbcD6bMBlYC/U0hTHvAHpnz3HeqmpfKwqcCtZGmurq4sW76csePGsShHDp4G6uk6rwAvA5UMgwbA/0qUYM6cOXzyySdqUNoTSNd1bE6kt5LyFLoAXUT43+HDXL58+QFqpijOU4FbyfIMw+D9998n7MIF5s+fT/727Tlbrx6XGjakWpcubNiwgaOhofTo0SOzq6pkkqeeeor/2Ww4EmKvAgew96pTcnMxm9jY2Aeqm6I4Sw1OUxTlsRcREUGhAgUYm5TEqFTSTgJGAP8A+VNI9xPQF7h69Sq+vr7pU1FFcYDqcSuK8tjLlSsXvXr35iNdZ3cK6YKB94BXSDloA/xkGDRp1EgFbeWhU4FbUZQnwqRvvqGGnx/NdJ2xwO1riVzA/p73s5pGAvbBjCnZAOyyWhk8bFgG1VZR7k/dKlcU5YkRHx/PyJEjmfnDD9xISKC0aQJw0mLB1c2N7j17cvzoUfb/9hsLrFZac+eSsQKsBroaBvWbNuXXNWswk/ehKA+LCtyKojxxrl+/zoIFCzhx4gQiQunSpenSpQu+vr5ER0fTqWNH1m/cSDXDoIfVSl6SZ04zTf60WGjTqhWLly7F09Mzs5uiPIFU4FYURfkPm83Ghg0bmDJ5MmsDA7HabBi6znNt2zJ46FCaNWuGrqsnjUrmUIFbURQlBTabjfj4eDw8PFSwVh4JKnAriqIoShaiLh8VRVEUJQtRgVtRFEVRshAVuBVFURQlC1GBW1EURVGyEBW4FUVRFCULUYFbURRFUbIQFbgVRVEUJQtRgVtRFEVRshAVuBVFURQlC1GBW1EURVGyEBW4FUVRFCULUYFbURRFUbIQFbgVRVEUJQtRgVtRFEVRshAVuBVFURQlC/l/olJ+VzFwsQIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2)\n",
    "axs = axs.ravel()\n",
    "for g, color, ax in zip(gs, colors, axs):\n",
    "    ig.plot(g, target=ax, vertex_color=color, **visual_style)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 ('py310')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "49ec5068d4d6d3736c39d3918a16f1ca551a23384109b69898c01c2015d1370c"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
